{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 33: Risk Parity with Constraints using the Risk Budgeting Approach\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3735%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7556%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1389%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8856%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0310%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1556%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5707%</td>\n",
       "      <td>-1.6401%</td>\n",
       "      <td>-1.7641%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1449%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0914%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0331%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9870%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5799%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4035%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2412% -1.7556% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9770% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5707%   \n",
       "2016-01-11  -4.3383%  0.1692% -1.6851% -1.0215%  0.0914% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8856% -4.6058% -2.5394%  ... -2.2066% -3.0310% -1.0411%   \n",
       "2016-01-08 -1.6401% -1.7641% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0331%  ...  1.6435%  0.0000%  0.9870%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2410%  1.3735% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 -3.1556% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1449%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5799% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Vanilla Risk Parity Portfolio\n",
    "\n",
    "### 2.1 Calculating the vanilla risk parity portfolio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.4031%</td>\n",
       "      <td>3.0789%</td>\n",
       "      <td>4.0267%</td>\n",
       "      <td>4.1195%</td>\n",
       "      <td>3.8921%</td>\n",
       "      <td>5.2038%</td>\n",
       "      <td>5.1027%</td>\n",
       "      <td>3.0419%</td>\n",
       "      <td>2.8334%</td>\n",
       "      <td>3.6085%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.5390%</td>\n",
       "      <td>2.9904%</td>\n",
       "      <td>6.8693%</td>\n",
       "      <td>3.5366%</td>\n",
       "      <td>4.5883%</td>\n",
       "      <td>3.9739%</td>\n",
       "      <td>3.4291%</td>\n",
       "      <td>2.9489%</td>\n",
       "      <td>5.1897%</td>\n",
       "      <td>2.9995%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 2.4031% 3.0789% 4.0267% 4.1195% 3.8921% 5.2038% 5.1027% 3.0419%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.8334% 3.6085%  ... 6.5390% 2.9904% 6.8693% 3.5366% 4.5883% 3.9739%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.4291% 2.9489% 5.1897% 2.9995%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model = 'Classic' # Could be Classic (historical) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "# Plotting the risk composition of the portfolio\n",
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=ax)\n",
    "\n",
    "# Plotting equal risk contribution line\n",
    "a1 = rp.Sharpe_Risk(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05)\n",
    "ax.axhline(y=a1/len(assets) * 252**0.5, color='r', linestyle='-')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios with Return Constraint\n",
    "\n",
    "In this part I will calculate risk parity portfolios adding a return constraint using the risk budgeting approach (Richard and Roncalli 2019).\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>1.0014%</td>\n",
       "      <td>7.3678%</td>\n",
       "      <td>6.1726%</td>\n",
       "      <td>1.5337%</td>\n",
       "      <td>2.8250%</td>\n",
       "      <td>3.4616%</td>\n",
       "      <td>1.7765%</td>\n",
       "      <td>6.2119%</td>\n",
       "      <td>3.1584%</td>\n",
       "      <td>2.2339%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1260%</td>\n",
       "      <td>2.9912%</td>\n",
       "      <td>1.5687%</td>\n",
       "      <td>1.3347%</td>\n",
       "      <td>2.4554%</td>\n",
       "      <td>4.9580%</td>\n",
       "      <td>5.2074%</td>\n",
       "      <td>1.3173%</td>\n",
       "      <td>2.8315%</td>\n",
       "      <td>3.5268%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 1.0014% 7.3678% 6.1726% 1.5337% 2.8250% 3.4616% 1.7765% 6.2119%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 3.1584% 2.2339%  ... 3.1260% 2.9912% 1.5687% 1.3347% 2.4554% 4.9580%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 5.2074% 1.3173% 2.8315% 3.5268%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Setting the return constraint\n",
    "port.lowerret = 0.00056488 * 1.5\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3  Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "# Plotting the risk composition of the portfolio\n",
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=ax)\n",
    "\n",
    "# Plotting equal risk contribution line\n",
    "ax.axhline(y=a1/len(assets) * 252**0.5, color='r', linestyle='-')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Estimating Risk Parity Portfolios with Linear Constraints\n",
    "\n",
    "In this part I will calculate risk parity portfolios with return constraint and additional linear constraints using the risk budgeting approach (Richard and Roncalli 2019).\n",
    "\n",
    "### 4.1 Building the Linear Constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disabled</th>\n",
       "      <th>Type</th>\n",
       "      <th>Set</th>\n",
       "      <th>Position</th>\n",
       "      <th>Sign</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Type Relative</th>\n",
       "      <th>Relative Set</th>\n",
       "      <th>Relative</th>\n",
       "      <th>Factor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>All Assets</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>10.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>Classes</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Financials</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>20.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>Classes</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>20.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>Classes</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Industrials</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>20.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>Classes</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Consumer Discretionary</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>20.0000%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Disabled        Type       Set                Position Sign   Weight  \\\n",
       "0     False  All Assets                                     <= 10.0000%   \n",
       "1     False     Classes  Industry              Financials   <= 20.0000%   \n",
       "2     False     Classes  Industry               Utilities   <= 20.0000%   \n",
       "3     False     Classes  Industry             Industrials   <= 20.0000%   \n",
       "4     False     Classes  Industry  Consumer Discretionary   <= 20.0000%   \n",
       "\n",
       "  Type Relative Relative Set Relative Factor  \n",
       "0                                             \n",
       "1                                             \n",
       "2                                             \n",
       "3                                             \n",
       "4                                             "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n",
    "                            'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n",
    "                            'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n",
    "                 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n",
    "                              'Consumer Discretionary', 'Consumer Staples',\n",
    "                              'Consumer Staples','Energy','Financials',\n",
    "                              'Financials','Financials','Financials',\n",
    "                              'Health Care','Health Care','Industrials','Industrials',\n",
    "                              'Industrials','Health Care','Industrials',\n",
    "                              'Information Technology','Information Technology',\n",
    "                              'Materials','Telecommunications Services','Utilities',\n",
    "                              'Utilities','Telecommunications Services','Financials']}\n",
    "\n",
    "asset_classes = pd.DataFrame(asset_classes)\n",
    "asset_classes = asset_classes.sort_values(by=['Assets'])\n",
    "\n",
    "constraints = {'Disabled': [False, False, False, False, False],\n",
    "               'Type': ['All Assets', 'Classes', 'Classes', 'Classes',\n",
    "                        'Classes'],\n",
    "               'Set': ['', 'Industry', 'Industry', 'Industry', 'Industry'],\n",
    "               'Position': ['', 'Financials', 'Utilities', 'Industrials',\n",
    "                            'Consumer Discretionary'],\n",
    "               'Sign': ['<=', '<=', '<=', '<=', '<='],\n",
    "               'Weight': [0.10, 0.2, 0.2, 0.2, 0.2],\n",
    "               'Type Relative': ['', '', '', '', ''],\n",
    "               'Relative Set': ['', '', '', '', ''],\n",
    "               'Relative': ['', '', '', '', ''],\n",
    "               'Factor': ['', '', '', '', '']}\n",
    "\n",
    "constraints = pd.DataFrame(constraints)\n",
    "\n",
    "display(constraints)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Calculating the risk parity portfolio with linear constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.7532%</td>\n",
       "      <td>8.2378%</td>\n",
       "      <td>10.0000%</td>\n",
       "      <td>1.1662%</td>\n",
       "      <td>2.9070%</td>\n",
       "      <td>3.4145%</td>\n",
       "      <td>1.3134%</td>\n",
       "      <td>10.0000%</td>\n",
       "      <td>4.5709%</td>\n",
       "      <td>2.0166%</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7000%</td>\n",
       "      <td>3.7167%</td>\n",
       "      <td>0.9177%</td>\n",
       "      <td>1.0012%</td>\n",
       "      <td>2.1024%</td>\n",
       "      <td>8.0299%</td>\n",
       "      <td>10.0000%</td>\n",
       "      <td>1.0388%</td>\n",
       "      <td>2.4951%</td>\n",
       "      <td>2.7303%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB       DE  \\\n",
       "weights 0.7532% 8.2378% 10.0000% 1.1662% 2.9070% 3.4145% 1.3134% 10.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 4.5709% 2.0166%  ... 2.7000% 3.7167% 0.9177% 1.0012% 2.1024% 8.0299%   \n",
       "\n",
       "             TMO     TXT      VZ    ZION  \n",
       "weights 10.0000% 1.0388% 2.4951% 2.7303%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "A, B = rp.assets_constraints(constraints, asset_classes)\n",
    "\n",
    "port.ainequality = A\n",
    "port.binequality = B\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MRYsW5dmzZ4wePfqDLe9CiKQM1A4ghBBCiNRVtWpV/vzzT7VjCKEqjUbDkiVL6NSp0wfX27lzJxYWFsCbrt5OTk7s3LkTPb3/b7u6desWJ0+eZPPmzQC0a9eOfv36MWbMmCTrAcyePZvs2bNjZWXFjBkzvvo8/mmJdnBwSLLcwcHhg40UYWFh79zmn/3Z2tri6+tLhw4diI6OpkOHDtSuXZvOnTvTt29fAgMDadSoEfHx8YwdO5bmzZt/9bkIkVFJ0S2EEEJkIg8fPuTw4cP06dOHIkWKqB1HCNVoNBrq1q370fWqVq3K/PnzAXj27Bnz5s2jbt26nD59GldXV+BNK3ft2rWxt7cHoF69enTp0gV/f/+3WpPXrFmDRqMhPDyc69evU7p06WQ7n39TFOWtZZ+7TZMmTWjSpEni94cPH+bSpUvMnTsXd3d31q5di6OjI6VLl6ZSpUpky5YtGc5EiIxHim4hhBAiEzlw4AAAo0ePTnI/qhDi3czNzXF3d0/8vmTJklhbW7N48WImTJiAVqtlxYoVhIWFYWDw/x+ttVotPj4+SYruu3fv8tNPPzF37lz++usvvL29uXDhAsbGxl+cz9HREXjTcu3k5JS4/PHjx2+1ZP93u39atT9lm9jYWL7//ntWrVrF7du3SUhIoHLlygDky5ePU6dO0bBhwy8+DyEyMrmnWwghhMhE/Pz8KFasmBTcQnwhjUaDnp4e0dHRAOzevZuIiAguXLhAQEBA4mPDhg1s3bqVp0+fAqDT6ejUqRNVqlShU6dOzJgxg9evXzNmzJivyuPm5oajoyN+fn6Jy+Li4vjzzz8pX778e7crV65ckm0A9u/f/95tfv75Z+rWrUuJEiXQarUkJCQkPhcfH59kKjQhRFJSdKeSf8/x+K6Ht7d3kvVOnjyZZPvY2Fjs7OzQaDQcPnw4yXM7d+6kSpUqWFpaYmZmhpeXF8uXL/9ops2bNyd2hdJoNAQEBLy1TmxsLH379sXe3h5zc3MaNWrE/fv3P7rvefPm4ebmhomJCSVLluTo0aNJnp82bRoODg44ODgwc+bMJM+dOnWKkiVLypu3EEIkM0VR8Pf3p2bNmmpHESLdiI2NJSwsjLCwMK5du0bfvn15/fp1Yquuj48P9evXx9PTk8KFCyc+mjVrRtasWVm1ahXw5l7uS5cusXjxYgCsrKxYsmQJ06dP5/Tp0+89/uvXrxMLeXgzcFpAQAAhISHAm8+OAwYMYOLEiWzZsoXLly/j7e2NmZkZbdu2TdxPhw4dGDZsWOL3/fv3Z//+/UyZMoXr168zZcoU/P39GTBgwFsZrly5wvr16xk/fjwABQoUQE9PDx8fH3bt2sX169fx8vL68hdZiIxOESnivy9taGho4mPWrFmKlZVVkmUvXrxI3M7Z2Vnp3r17ku3Xrl2ruLi4KIBy6NChxOVz5sxR9PT0lGHDhilXrlxRbt26pUybNk0xNjZWBg0a9MGMK1asUMaNG6csXrxYAZQLFy68tU7Pnj2VHDlyKH5+fsr58+eVqlWrKp6enkpCQsJ797tu3TrF0NBQWbx4sXL16lWlf//+irm5uRIcHKwoiqJcvHhRMTU1VQ4cOKD4+/srJiYmyqVLlxRFUZS4uDilWLFiyunTpz+YXf7rCiHE57t8+bICKPv371c7ihBpzrs+W3Ts2FEBEh+WlpaKl5eXsnHjRkVRFCUsLEwxMDBQ/vjjj3fus2/fvkqRIkWUGzduKKampsrq1avfWqdbt26Kh4eHEhMT8859HDp0KEmGfx4dO3ZMXEen0yljxoxRHB0dFWNjY6VSpUqJn63+Ubly5STbKIqibNiwQcmfP79iaGioFChQQNm0adNbx9fpdEr58uWVHTt2JFm+Y8cOxcXFRXFwcFAWL178zuzyeU2IN+Q3IYV86E1m2bJlirW19Xu3GzlypGJlZaVERUUlLq9Zs6YyatSoJEV3SEiIYmhoqPzwww9v7WfOnDkKoJw8efKjWQMDA99ZdL948UIxNDRU1q1bl7jswYMHip6enrJ379737q906dJKz549kywrUKCAMnToUEVRFGX9+vVKmTJlkqz/zx+rX375RenXr99HM8ubuBBCfL6ZM2cqxsbGSf6+CCHekM8WyU9eUyHekO7laVDJkiVxc3Nj06ZNANy7d48jR47Qvn37JOtt3LiR+Ph4fvzxx7f20aNHDywsLFi7du0X5zh37hzx8fFJBgDJnj07hQsXfu+8j3FxcZw7d+6tkTpr1aqVuE2RIkW4efMmISEhBAcHc/PmTQoXLszt27dZvnw5EyZM+OLMQggh3s/Pz49vvvkGU1NTtaMIIYQQmYaMXp5GderUiaVLl9KuXTuWLVtGvXr13hr05ubNm1hbWycZqfIfRkZG5M6dm5s3b35xhrCwMIyMjLC1tU2y/N9zOP5XeHg4Wq32g/M+enh4MHHixMR7CidNmoSHhwc1atRg6tSp7Nu3j7Fjx2JoaMjs2bOpVKnSezNqtVr+/vtvdDrdF5+nECklR44c7/z9FEIN/wysNHLkSLWjCCGEEJmKFN1pVLt27Rg6dCh3795l+fLlzJkz57P3oXzC/Ixf4lP2+7F5H3v27EnPnj0Tv1++fDmWlpaUK1eO/Pnzc+bMGe7fv0/r1q0JDAx871Qavr6+dOnS5SvORoiUkz17doKCgjA0NFQ7ihCcPHmSyMhIGURNCCGESGVSdKdRdnZ2NGjQgC5duhATE0PdunWJiIhIsk6+fPl4+fIlDx8+JHv27Emei4uL4+7du1SrVu2LMzg6OhIXF8fz58+TtHY/fvz4vdNJ2Nvbo6+v/1nzPoaHhzN+/HiOHDnCqVOnyJcvH3nz5iVv3rzEx8dz8+ZNihQp8s5tvb298fLykpZukeYEBwfz7bffsmfPHho1aqR2HCHw9/cnS5YsFC9eXO0oQgghRKYiRXca1rlzZ+rVq8eQIUPQ19d/6/lmzZrx008/MX36dKZPn57kuQULFhAZGUmbNm2++PglS5bE0NAQPz8/WrZsCUBoaCiXL19m6tSp79zGyMiIkiVL4ufnR5MmTRKX+/n58e23375zmwEDBjBw4EBy5szJmTNniI+PT3wuISHhg1OH6enpvbcgF0JNnp6elCxZEh8fHym6RZrg5+dH9erV0dOT4VyEEEKI1CRFdxpWp04dnjx5gpWV1Tufd3FxYerUqfz444+YmJjQvn17DA0N2bZtG8OHD2fQoEGUKVPmvft/9uwZISEhPHz4EIAbN24Ab1q4HR0dsba2pkuXLgwaNAg7OzuyZMnCjz/+SJEiRahRo0bifqpXr06TJk3o06cPAD/88APt27enVKlSlCtXjkWLFhESEpKkO/k//Pz8uHXrFitWrACgdOnSXL9+nT179nDv3j309fXJnz//l72AQqisc+fO9OvXj7CwMBwdHdWOIzKxFy9ecPr0aTp37qx2FCHSLFdX1xS5LS8zc3V1VTuCEGmCFN1pmEajwd7e/oPrDBw4kDx58jBt2jRmz56NVqulUKFCzJ8/n06dOn1w2+3btydZp3Xr1gCMGTOGsWPHAjBz5kwMDAxo2bIl0dHRVK9eneXLlydpeb9z5w7h4eGJ37dq1YqnT58yfvx4QkNDKVy4MLt3737rjTc6Opo+ffqwfv36xJaXHDly8Ntvv9GpUyeMjY3x9fWVUXZFutWmTRt++OEHVq5cyeDBg9WOIzKxw4cPo9PpklwwFUIkFRQUpHYEIUQGpVEURVE7REak0WiQlzblyOsr0ou2bdty4cIFrl69Ki0oQjW9e/dm37593L59W+0oQgghRKYjLd1CCJGCunTpQo0aNThx4sR7ByAU76YoCjExMbx8+ZKXL1/y+PFj4uPjiYyM5PXr17x+/ZqoqCgSEhISx3/4599/f52QkIBGo8HIyAhjY+PEf/95/Pt7CwsLbG1tEx82NjbvHFMjvfHz85NRy4UQQgiVSEt3CpGW2JQlr69IL3Q6Hblz56ZGjRosWbJE7Tiq0+l0PH36lLCwMB49evT2v6GhPHoUSljYI56/eJlkYEWNBv77a29mpI+hvgZ9PQ36eqCv0WCg/+ZffT0w0AN9DShAnBZiExTitAqxCQqxCTpi4z8+84GVpTk2VlZvCvEsdmSxz4qTkxM5cuRIfGTPnp0cOXK8dwwONQUHB5MrVy42btxIs2bN1I4jhBBCZDpSdKcQKQpTlry+Ij0ZN24c06ZNIzQ0FAsLC7XjpLiIiAgCAwO5e/cud+/effP1nTvcvXuboOAQYmJik6xvYWaMYxZLHGxMcbQ1w9HWHAdbc7JYmmBtboy1uTEmRgbUGrqedkUMmFbLBAsjDaaGoPeVXfYVRSFBB7H/K8gj4uB5tMLzGCXx3xf/+vp5jMKzaA0PI/V48ErL86iEpOdibkoOJydyOLvg4porcfrDvHnz4u7ursrP38fHh27duvH06dMk0z8KIYQQInVI0Z1CpChMWfL6ivQkODgYNzc3fHx8PjrAYXqhKEriFIL/PK5eufxmYMWnzxLXMzU2JHf2LLg5WJLb0ZrcTjY4Z7XCyc4CB1tzHGzMMDc1+qTjGdSeQutCBqxuZpaSp/ZZouIVQiMUHkToePAq6b/BEfrcepq0MHdyyErevPnIV8AjsRgvXLgwefLkSbGpvFq3bs3du3c5ffp0iuxfCCGEEB8mRXcKkaIwZcnrK9KbWrVqER0dzdGjR9WO8tlevHjBxYsX/7/AvvTm6+cvXgJvCutCubJR0MUW9+y25HayIbeTDW6O1jjYmifbAHKWDadT2VnHzrbmybK/1PI0SsetZzpuPdVx8+n/vn6hz62nCUTEaAEwNzOlaJHCeBYviaenJ8WKFaNIkSKYm3/duep0OhwcHOjevTu//PJLcpyOEEIIIT6TDKQmhBCpoHPnzrRp04abN2+SL18+teO8V1xcHH///TenT5/m1KlTnD51ghs334x4bWCgTwFnewq7ZqF2Y08Ku9lTOFdWcjlYo6+fMq20/2ZuasSr2OgUP05yszPTw85Mj7I5ky5XFCMeRSpceqTj70daAsICOLb1IosXxaHVKWg0GtzdXClW0ovixYtTrlw5vLy8PqsQ//vvvwkPD5dB1IQQQggVSdGdQlxdXWV6oBT03zm/hUjrGjdujK2tLcuWLWPSpElqxwHedNm+ffv2vwrsk1wICCAuLh5DA32KuTtS08OBEY0bUNzdgXw5s2BkqN5I3lZmxkTEpb+i+300Gg2OFhocLfSomef//xzHJBhx9YmOgDAtf4c95O+z25i0YzMRMVr09fUoVrQI5b+pRPny5SlfvjzOzs7v/Xtz5MgRzMzMKFeuXGqdlhBCCCH+Q7qXCyFEKunbty+bNm0iJCQEA4PUv+apKAp37tzh0KFDHDp0iMOHDhIa9giAvDntKZPfgdIFnCidPzvF8mTD2ChtXZct1Xs5r8IfcbOvpdpRUp1Wp3D1iY7j97Qcv6/l+AMNt8PjAMjh5ED5ChUpX6EClStXxtPTM/H+8OvXr3P16lWaNm2qZnwhhBAiU5OiWwghUsmFCxcoUaIEO3bsoEGDBqlyzKCgoMQi+9DBA9x/8BA9PQ0l82WnatGcVPF0oUyB7GSxMk2VPF+jxk/ruHEnmHsDM1/R/S6PI3WcuKd9U4g/gDMPE4iN15HFxpqq1apTvUYNqlevTt68eaXnlRBCCKEiKbqFECIVFS9eHDc3NzZv3pwi+4+MjOTAgQPs2rWL/fv2EhQcgkajoZi7I1WL5qRqMVcqFsmJtblJihw/JTUbt5mj52/xeLAU3e8Sm6Bw8r6WA4EJHAiCU/fj0eoUXJ1zUKtOPWrXrk21atVk2jAhhBAilUnRLYQQqei3337jhx9+4P79+zg4OCTLPoODg9m1axc7d+zg4KGDxMbGkTenPXVKuVKtmCuVijini5bsj/GeupNtx67x/Kf0NXq5WiJiFf4MTsDvjpZ9QXDjcRx6enqUK1Oab5s05dtvv03Tg/oJIYQQGYUU3UIIkYqePXuGk5MTEydOZNCgQV+0D61Wy8mTJ/9XaG/n0uUrGBjoU6mIMw3K5KZ+GXfy5cySzMnV1+93P5btCSBiqBTdXyL4hY79dxLYdVvL/rs6ouO0eOTPy7dNmtG4cWO8vLxSbK5wIYQQIjOTolsIIVJZ69atuXTpEpcvX/7ke221Wi1Hjhxh/fr1bNq4gfCnz7C3MaeelxsNyrhTq1SudNll/HOMWPonMzaeJnq4FN1fKypewe9OAttuJLD9lsLTyAScHLLSqHFTGjduTNWqVTE2NlY7phBCCJEhSNEthBCpbP/+/dSuXZuTJ09SpkyZ966n0+k4fvw469evZ+OGPwh79BhXR1taVspH0wr58MrvlCrzY6cVU9adZNTyI8SNtFA7SoaSoFM4fk/LtusJbL0Fd5/GYWlhRtNmLfjuu++oVq0a+vrqTRUnhBBCpHdSdAshRCrTarW4ubnRqFEj5s6dm+Q5RVE4deoU69evZ8Mf63nwMJQcWa1pWSkfLSsVoIxH9kw7EvW87efpM3c/CSMtpBt0ClEUhStPdGy8Gs+aq3DrSRyO2exp1eY7vvvuO0qVKpVp//8JIYQQX0qKbiGEUMGePXvQarWJU4fduXMHX19fVq7wJSg4BEc7K5p/406rKh6UL5gTPT0pdFb6XabD1J08H2KBjYkU3SlNURTOhepYfTGeddcUwl7FkzePG23bdeC7774jb968akcUQggh0gUpuoUQQiWvX79mw4YNLF+2lCNHj2FpbkKrSvlpW60glYo4Z6qu459i2/GbNB6zmSu9zCiYzUDtOJmKVqdwKEjL6kvxbLquIyJGi1fJ4nTp1oM2bdpgZWWldkQhhBAizZKiWwghUpGiKJw+fZolS5awbu1aIqOiqF48F961CtOkQj7MTAzVjphmHbwQRPWf1nGggxnV3KToVkt0vMKuWwmsuKhl1814TE2NadPmO7r36CHdz4UQQoh3kKJbCCFSwcuXL/H19WXJ4kVcunwFFwcbOtcujHetIrg6WKsdL104eyMUrz6+rG1mQuvCRmrHEcD9VzqWXYhncYCOey/iKe5ZhO49v6dt27bS+i2EEEL8jxTdQgiRgq5fv85vv/2Gr+9yYmNjaVw+L13rFKVGiVzSffwz3bj3lAKdFzOnjjF9y8h0VmmJVqew704Ci85r2XkzHmNjY9q0aUv3Hj0oXbq02vGEEEIIVUnRLYQQyUyn07Fnzx7mzJ7Nfj8/HLJY0rN+UXrUL46TnUx39aVCn74me+u5jKlkxNiqGXtO8vTswSsdywLetH6HPI+njFdJfvjxJ5o2bYqBgdwWIIQQIvORolsIIZLJy5cvWb58OXN/m8PtO3cplT87/RuXoEWlAhgbSbHxtV5Hx2HZaAZ9ShvyW11TteOIj9DqFPbcTmDmKS0H78bh6pyDfgN+oEuXLlhbyy0VQgghMg8puoUQ4isFBQUxffp0li9fRkxMDC0q5qdf45KZek7tlKAoCvq1p9C2sAGrmpqpHUd8hoAwLTNPxrH2shYTUxO6dutBv379yJUrl9rRhBBCiBQnRbcQQnyha9euMXnyJFavXoOtpQm96nvSs0Fxsttbqh0tw7JoOJ2qzjp2tDVXO4r4Ag8jdPx+Oo7553W8jNHSrGkzfhg0iLJly6odTQghhEgxUnQLIcRnOnfuHBN/+YUtW7eS3d6Kwc1L0bWuJ+amMqJ2SnNoMYcCVjH82UnujU/PIuMUVvwdz8zTOm6Fx1G9ahVGjx1HpUqV1I4mhBBCJDspuoUQ4hMoisLRo0f5ZcIE9vv54Z7DjqGtStO+RmGMDPXVjpdp5PVeiJX2Jed6SNGdEegUhS3XEvj5mJa/Q+OoXPEbRo8dR9WqVeXWDCGE+AitVkt8fLzaMTItQ0ND9PU/7TOgFN1CCPEBiqKwb98+Jvw8nr+On6BoHkeGty5D84r5ZcovFZT8fjmvnz3iRh/pwp+RKIrC9hsJjD+m5fyDOL4pX47RY8dRo0YNKb6FEOI/FEUhLCyMFy9eqB0l07OxscHR0fGjf6tkOF0hhHiPo0ePMnzYUI79dZxyhXKyc0Jz6pXOI0WAiqzNjXjySO0UIrlpNBq+LWBIo/wG7L6lz7ij56hVqxZlS3sxeuw46tSpI793QgjxP/8U3NmyZcPMzEzeH1WgKApRUVE8fvwYACcnpw+uL0W3EEL8x4ULFxgxfDh79u6leF4n9kxsSe1SbvJHLQ2wMTchRqt2CpFSNBoN9fMZUi+vAfvuGDDuyN/Uq1ePMl6lmPLrNCpXrqx2RCGEUJVWq00suO3s7NSOk6mZmr6ZvvTx48dky5btg13NpW+kEEL8z82bN2nVsiUlSpTg7tVz/DGyMWfndqCOV24puNMISzMj4nXypyuj02g01HE34HgnY/a3M0MbepEqVarQsEF9Ll++rHY8IYRQzT/3cJuZydSZacE/P4eP3Vsvn1yEEJnevXv36Na1KwULFuTEET98BtXl8qJOtKhcAD09KbbTEiszIxJkJJJMQ6PRUDOPAac6G7OumSlXT/rh6VmULp07c//+fbXjCSGEaqQxIG341J+DFN1CiEwrIiKCoUOHkjevO1s3rWNa9yrcXNqVznU8MZBB0tIkS1NjEnRqpxCpTU+joVVhQ671MmFWLWO2b1hJXvc8DBs2TAYSEkIIkebJPd1CiExHp9Ph6+vLsKFDePXyJUNbejGoeWkszYzVjiY+wsrcCK1WmrozKyN9DX3LGNGxmCG//hXLjBm/smjBfEaOHkPv3r0xMjJSO6IQQqgmJCSE8PDwVDmWvb09Li4uqXKsjECKbiFEpnL8+HH69e3DufMXaFO1IFO6tsA5m5XascQnsjQ1IkEnTd2ZnZWxhp+rmfC9l46xh6MZ/OMgFsyby2+/z6dWrVpqxxNCiFQXEhJC/gIexERHpcrxTEzNuHH9mhTen0iKbiFEpnD//n2GDPmJNWvWUjJfdo7O/I5vCjurHUt8JkszIxQFXsXosDKRWwAyOydLPRY2NKFvGUP67LlP7dq1adL4W2bMnEWuXLnUjieEEKkmPDycmOgo7BoMwtAuZT/fxD+9x9Od0wkPD/+sotvb2xtfX1969OjBggULkjz3/fffM3/+fDp27Mjy5ct5/Pgxo0aNYs+ePTx69AhbW1s8PT0ZO3Ys5cqVAyBXrlwEBwcn2U+OHDno2rUr48aN+2CWwMDAVP07IUW3ECJDi46OZtq0aUyePAlLEwOWDqpHx1pFZIC0dMrqf7cAPHytYGWichiRZhTOps+hDnqsv6LPIP/deBTYw/ARIxk8eDAmJvIfRQiReRjaOWPs6K52jPdydnZm3bp1zJw5M3HKrZiYGNauXZukgG/WrBnx8fH4+vqSO3duHj16xIEDB3j27FmS/Y0fP55u3bolfq+vr4+pqSk9e/ZMXObl5UX37t2TrJc1a9aUOsV3kqJbCJFh7dmzh+979eTBgwcMbFqKEW3LY2Uu922nZ5amb+7ZDXutUMBe5TAiTdFoNLQubEiDfAZMOBLLz+PGsnzpEmbNmUvDhg3VjieEEALeTMt69y6bN2/mu+++A2Dz5s04OzuTO3duAF68eMGxY8c4fPgwlStXBsDV1ZXSpUu/tT9LS0scHR3fWm5hYZH4tb6+/nvXSy3SN08IkeE8evSINq1bU69ePdzt9LmyuAtTulWVgjsD+Odn+DhS7usW72ZhpGFyDRMu9TTF3SCMRo0aUb9eXW7fvq12NCGEEECnTp1YtmxZ4vdLly6lc+fOid9bWFhgYWHB1q1biY2NVSNispOiWwiRYeh0OpYsWUKB/Pnw37eTlUMasH9yS/LmzKJ2NJFM/mnpfhwpI5iLD8tvr8/etsZsbmnK5ZMHKFK4EFOnTiUhIUHtaEIIkam1b9+eY8eOERQURHBwMH/99Rft2rVLfN7AwIDly5fj6+uLjY0NFSpUYPjw4Vy8ePGtfQ0ZMiSxSLewsGDOnDmpeSqfTIpuIUSGcP36dapWqUy3bt1oXMaVa0u60K5GYTQauXc7I7E0e1N0P42Solt8nEajoYmHIVd7mtC7BAwbNpTSpUpy/vx5taMJIUSmZW9vT/369fH19WXZsmXUr18fe/uk94w1a9aMhw8fsn37dmrXrs3hw4cpUaIEy5cvT7Le4MGDCQgISHx06NAhFc/k00nRLYRI12JjYxk3bhyenkV5ePcaB6a2Ztng+thbm6kdTaQAq/8V3c+ipegWn87cSMO0Wiac6mKG7vF1vEqVom3btkRHR6sdTQghMqXOnTsntmb/u2v5v5mYmFCzZk1Gjx7N8ePH8fb2ZsyYMUnWsbe3x93dPfFhY2OTCuk/nxTdQoh068yZMxQv5smECT8zuLkXFxd6U614LrVjiRRkbvKm6H4uRbf4AqWy67PiW0N0isLatWvx9CzGX3/9pXYsIYTIdOrUqUNcXBxxcXHUrl37k7YpWLAgkZGRKZwsZcjo5UKIdCc+Pp4JEybwyy+/UNzdgQvzvCnslrpTPwh16OlpMDM25GWsDKQmPp9Wp9BtRwzGRgaM+307y2aPomLFivTt25eJEydibm6udkQhhPgq8U/vpYtj6Ovrc+3atcSv/+3p06e0aNGCzp07U7RoUSwtLTl79ixTp07l22+//epjq0GKbiFEunL16lU6tG9HwN9/M+q78gxvUw5DA/2PbygyDHNTQ17GxqgdQ6RDv5+J4/QDLd1/nEy+wiWYsGA7u/9YwsJFk9m5cxdr1qymTJkyascUQojPZm9vj4mpGU93Tk+V45mYmr11H/bnsrKyeudyCwsLypQpw8yZM7lz5w7x8fE4OzvTrVs3hg8f/lXHVItGURTpoyeESPN0Oh2zZ89m2LChuDlYs/KnepTK76R2LKEC944LsVFecra7xcdXFuJ/Ap/rKDjvNQ6uHsxcdSjJcw/v3WXOuN7cuX6R0aNHM3z4cAwMpF1CCJH2xMTEEBgYiJubGyYmJkmeCwkJITw8PFVy2Nvb4+LikirHSss+9PP4N/mLIoRI84KCgujk3ZHDfx5hQNNSTOxcGVNjQ7VjCZVYmRnx+rlcLxafTlEUuu6IQYc+o2aufev57M65mbBgOxuWzmDcuHHs3buPVatWkjt3bhXSCiHEl3FxcZFCOI2SgdSEEGmWoigsW7aMokWLcPf6RQ7+2oaZvWpIwZ3JWZsbExWvdgqRniwPiOdgYALNOv9IlqyO71zHwMCQNt2HMGH+NgJD7uNZrBi+vr5Ih0AhhBBfS4puIUSaFBERwXfftaVz5840K+fGxYXeVC3mqnYskQbYWBgTq1U7hUgvQiN09N8bg2MOV1p0GvjR9QsU9WKa7wFKfVMHb29vWrZqxbNnz1IhqRBCiIxKim4hRJoTEBBAyRLF2bl9K2uHN2LZ4PpYm7//PhmRuViaGhGvkz9f4uMURaHXrhhitBpGzXq7W/n7mJlb0m/0bwz6eSH79vlRpEhRDh069PENhRBCiHeQTy1CiDRDURTmz59P2bJlMCeSc3M70LpqQbVjiTTGysyYBOnxKz7BpmsJbLuRQJ2WPXDK+fn3Z1eo8S3TVx7EzikXNWrUYOLEieh0Ml2dEEKIzyNFtxAiTXj58iWtW7Xi+++/p0utwpyY3Y68ObOoHUukQZZmRiRI3SM+4lm0Qs+dMWSxd6Bjn9FfvB/7bNkZPfsPmnXsz4gRI2jQoKF0NxdCCPFZpOgWQqju3LlzlCxRnL27d/DHyMb83q8WJkYyuYJ4N0tTIxJ00tQtPmzgvhhexioMn74aPb2v+7ijr69Pm+5DGDljNX8dP0Hx4iU4e/ZsMiUVQgiR0UnRLYRQjaIozJs3j/Lly2FjEMv5eR1pUbmA2rFEGmdlZoxWK03d4v323k5gxd/xVKrbmtz5CifbfkuUq86vy/0wscxChQoVmD9/voxuLoQQ4qOkKUkIoYqYmBh69erJ8uW+9Pm2BNO6V8NYWrfFJ7A0M0KnwOs4HRZGcu1YJBURq9BlezRW1jZ8P3xGsu8/q2NOfp63leVzxvL999/z119/sWDBAiwsLJL9WEII8TlCQkIIDw9PlWPZ29vLnOCfQT7hCiFS3b1792japDGXL19i5ZAGtKuRfC1RIuOzMjMCIDRCIa+dymFEmjPsQAxhrxXG/b7sq7uVv4+hkTHdfpxEgaKlWTD5R86fv8CWLZvJnz9/ihxPCCE+JiQkBA8PD6KiolLleGZmZly7du2zCm9vb298fX0BMDAwIEuWLBQtWpQ2bdrg7e2d+J6dK1cugoOD39p+0qRJDB06NHlOIJVJ0S2ESFUbNmyge7euWJno8dfM7yiR11HtSCKdsTQzBqToFm87FpLA72fiKVO5HoWKl0vx41Ws1QS3fIX4dVgXypQty4Y//qBmzZopflwhhPiv8PBwoqKi6D/2d3Lmypuix7ofdIvZY3sTHh7+2a3dderUYdmyZWi1Wh49esTevXvp378/GzduZPv27RgYvClPx48fT7du3ZJsa2lpmWznkNqk6BZCpJrFixfTs1dPdFodPeqUlYJbfJF/WrofR8m9tOL/xSQoeG+NwdzcnIHjF6TacXPmysfExbuYOaoHdevWZdasWfTu3RuNRpNqGYQQ4h85c+UlT/6iasd4L2NjYxwd33z+y5EjByVKlKBs2bJUr16d5cuX07VrV+BNgf3PehmB3AwnhEhxCQkJ9O/fn+7du2NT2QbLIhZM3XAK/3NBakcT6ZCl6f+K7kgZTE38v/F/xhL4Qke/MfMwMjJK1WObW1gx7NeV1G3ehb59+9KrVy/i4+NTNYMQQqRX1apVw9PTk82bN6sdJcVI0S2ESFHPnz+nTt06/Db3N5zaO5G9Q3Zy9nLG0N6Q+mM28CD8ldoRRTpj+b+W7nBp6Rb/cyFUy5S/4ihUsiJeFWurkkHfwIDOA8bTa9h0lvj4ULt2HZnPWwghPlGBAgUICgpK/H7IkCFYWFgkeRw+fFi1fF9Lim4hRIq5efMmXmW8OHryKK4/umJX/c0NuPpm+rgOcCUBhVK9fUlIkBZL8ems/ndP9/NoKboFxGsVOm6NwdjYmKFTl6sdh5qNvmPs7D84dyGA0qXLcP36dbUjCSFEmqcoSpLbcgYPHkxAQECSR5kyZVRM+HWk6BZCpAh/f39KlS5FaFQorqNcsSiYdDod4+zG5OyVk7BnkVT/aa1KKUV6ZPG/7uXPpOgWwLTjcVx+rKXbT9MwNTVXOw4AhUqUZ/KSPcQr+pQpW5b9+/erHUkIIdK0a9eu4ebmlvi9vb097u7uSR6mpqYqJvw6UnQLIZLdunXrqFO3DhpXDa4jXDF2MH7nelbFrMjWLBtHLt3jp0UHUzmlSK/09DSYGhvwMlaK7szueriWMYdjcS9YnCp1W6gdJwnHHK5MXLSTvIVKUa9evcRpcoQQQiR18OBBLl26RLNmzdSOkmJk9HIhRLKaP38+vXv3xqacDdk7Z0dj8OERfLM2yEpMcAy/bjpNGY/sNKtYIJWSivTMwsSIlzGxascQKtIpCp23xaCnb8DIGWvUjvNOZuaWDJ3iy8Jfh+Dt7U1oaChDhgyRkc2FEJlWbGwsYWFhSaYMmzRpEg0aNKBDhw6J60VERBAWFpZkWzMzM6ysrFI7crKQolsIkSwURWHChAmMHj0au1p2OLZ2RKP38Q+WGo2GnN1ycnf8XVpP2s713A7kyWGbColFemZhakREXIzaMYSK5p2J58R9LV0G/Iylddp9z9A3MKDX0GnY2mVj2LBhhIaGMnPmTPT0pLOhECL53Q+6laaPsXfvXpycnDAwMMDW1hZPT0/mzJlDx44dk7wvjh49mtGjRyfZtkePHixYkHpTQiYnjaIo0j9PCPFVdDodAwcOZM6cOWRrmo2sDbN+dktO3JM47oy5jbWBEQ/W9sHESK4Jivcr3nMZMS+fcK23xcdXFhlO8AsdHr+/xt45H7PXHFE7zifbu3k5i6cNo3mLFqxcsQJj43ffeiOEEO8TExNDYGAgbm5umJiYJC4PCQnBw8ODqKioVMlhZmbGtWvXcHFxSZXjpVXv+3n8l3yqFUJ8lfj4eDp16sTqNavJ3iE7Wapl+aL9GGU1wrmvC0FTg6jQfyXn5ndK5qQiI7E2N+ZZuFwzzowURaHbjhi06DFq1jq143yWOk29scmSlVljvqdu3Xps3bol3XaVFEKkLS4uLly7do3w8PBUOZ69vX2mL7g/hxTdQogvFh0dTfMWzdm7by/OPZ2xLmP9Vfuz8LDAqa0T51eH0mPmXhYOrJNMSUVGY2NhTEyC2imEGlZejMfvbgItOw/CPlt2teN8trJV6jNq1jomD+lIxYqV2Lt3D05OTmrHEkCuXLkIDg5WO0a64erqmmReZaE+FxcXKYTTKLmhSAjxRV68eEGNWjXY778f5/5fX3D/I0uNLNh8Y8OiPQH47r+ULPsUGY+lqRHxOvkTltmEvdbRd08M2Zycad1tsNpxvlih4uWYMG8bD8MeU65cee7evat2JAEEBwejKIo8PvEhFyiE+HTyiUUI8dnCwsKoWLkiZwPO4jLYBcsilsm2b41GQ/aO2THNZUqXmXu4ePdRsu1bZBxWZsYkSO/yTKf37hiiEzSMmrlW7ShfzdXdg18W7iBep6FSpcrcupXygx8JIYRQhxTdQojPEhgYSLkK5bh17xYuQ10wczdL9mPoGerh0s8Fjake3/ywmleRMkq1SMrSzIgEndopRGrafC2ezdcSqNWsCzlc3dWOkyyyOuZk/O9b0DM0pVKlyly7dk3tSEIIIVKAFN1CiE92+fJlypYvy6OoR7gOd8Uk5/tHafxahraGuPR3ISImjtJ9V6DTSYUl/p+lqRFanTR1ZxbPoxV67ozB1i4rnfqPVztOssqS1ZFxv2/G2NyGypWrcPnyZbUjCSGESGZSdAshPsnp06epULECkcaRuA5zxSirUYof08zdjBzeObhx7xnfTdqR4scT6YeVuREJWim6M4sf9sfwLEZh2K+rMuT81jZZsjJu7kYsbbNRuXIVAgIC1I4khBAiGWW8v1xCiGQXEBBAjVo10GXV4TLEBQPr1Jv4wLaiLVlqZGHdn9f4bcvZVDuuSNssTY3QKQpRcdIDIqPzu5PA8oB4vqndAncPT7XjpBgrGzvGzNlAFgdnqlarxtmz8n6XFnh7e6PRaNBoNBgaGuLg4EDNmjVZunTpWz2wcuXKlbjuvx+TJ09+7/43b95M7dq1sbe3R6PRvPOCS2xsLH379sXe3h5zc3MaNWrE/fv3P5p93rx5iXMHlyxZkqNHjyZ5ftq0aTg4OODg4MDMmTOTPHfq1ClKliyJVqv96HGEEB8nRbcQ4oOuX79O9ZrV0WXR4TzQGX0z/VTP4NTaCfN85gxYeIATVz/+QUNkfFZmxgCEvlY5iEhRr+MUOm+PwdLSir4jZ6sdJ8VZWtsyZs4fOOTITbXq1Tlx4oTakQRQp04dQkNDCQoKYs+ePVStWpX+/fvToEEDEhKSzl04fvx4QkNDkzz69u373n1HRkZSoUKFDxbmAwYMYMuWLaxbt45jx47x+vVrGjRo8MGCeP369QwYMIARI0Zw4cIFKlasSN26dQkJCQHg0qVLjB49mrVr17JmzRqGDx+eeGtDfHw8PXv2ZMGCBejrp/7ffCEyIpmnWwjxXnfv3qVKtSrEmMbgMshFlYIbQGOgwbmPM3dG36H6kPWErOyFvU3yD+Am0g9Lsze3N4S+1pEni1w/zqhGHozlYYSOMXOWZshu5e9ibmHF6Fnr+eXHdtSsVYuDBw5QunRptWNlasbGxjg6OgKQI0cOSpQoQdmyZalevTrLly+na9euietaWlomrvsp2rdvD/De+a5fvnyJj48PK1eupEaNGgCsWrUKZ2dn/P39qV279ju3mzFjBl26dEnMNmvWLPbt28f8+fOZNGkS165do2jRolSrVg2AokWLcu3aNQoXLsyvv/5KpUqV8PLy+uTzEGlDSEgI4eHhqXIse3t7mRP8M0jRLYR4p/v371O1elVeKa9wGeSCgYW6bxcGlga4DHTh7s93Kdl7OYEre2aaD+HibZamb4ruR6/lvu6M6vi9BOaciqPUN7UoUuobteOkKlNzC0bOWM34Aa2pXacOfx4+TNGiRdWOJf6lWrVqeHp6snnz5iRFd3I7d+4c8fHx1KpVK3FZ9uzZKVy4MMePH39n0R0XF8e5c+cYOnRokuW1atXi+PHjABQpUoSbN28SEhKCoijcvHmTwoULc/v2bZYvX865c+dS7JxEyggJCcGjQH6iolNnxhczUxOuXb/xWYW3t7c3vr6+id9nyZIFLy8vpk6d+tZ7XPfu3fHx8WH16tW0bt06yXOtWrUiKCiI48ePJ/bGiI+Pp0yZMhQsWJBVq1Z9xZmlDCm6hRBvefz4MVWrV+Xx68e4DHPB0MZQ7UgAmLqYkrNbTkLm3aPhqI3s+qWl2pGESqzM33QvD4+Se7ozopgEBe+tMZiamTLolyVqx1GFiak5I6atYmzf5tSoUZNjx46SL18+VbJER0cze/Zsnjx5osrxU4pGo6FTp04UKlToi7YvUKAAFy9eTLJsyJAhjBw5MsmynTt3UqVKlS86RlhYGEZGRtja2iZZ7uDgQFhY2Du3CQ8PR6vV4uDg8N5tPDw8mDhxIjVr1gRg0qRJeHh4UKNGDaZOncq+ffsYO3YshoaGzJ49m0qVKn1RfpF6wsPDiYqOYVUTUzyypmyjxLUnOtptiSY8PPyzW7vr1KnDsmXLgDf/v0eOHEmDBg0Sb30AiIqKYv369QwePBgfH5+3iu558+ZRqFAhJk+ezIgRIwD4+eefCQsL48CBA195dilDiu50JFeuXAQHB6sdI01wdXV9b1cs8XWeP39O9ZrVuffkHi5DXDCyS/lRyj+HdWlrYkJi2L3zLhNW/8XI7yqoHUmo4J+W7idRKgcRKeKXI7Hcfq5j8MTfMTJKW+9Bqcnc0pqRM9cyundTqlevwbFjR3F1dU3VDPfv36dJkyZcunQJNze3VD12StNoNFSqVOmLi25FUdBoNEmWDR48GG9v7yTLcuTI8aURP+vY//Xf5/+7Tc+ePenZs2fi98uXL8fS0pJy5cqRP39+zpw5w/3792ndujWBgYEYGxsn70mIFOGRVY8STmn3Xvx/367h6OjIkCFDqFSpEk+ePCFr1qwAbNiwgYIFCzJs2DCcnJwICgoiV65cifuws7Nj0aJFtGjRgoYNGxIfH8+kSZPYtm3bWxeo0goputOR4OBgFEW6UsLbf0hE8oiIiKBWnVrcDLyJyxAXjB3T5h/YbE2zERMSw+gVRymd34lapXKrHUmkMivzN4XYs2h5T8xo/g7TMulYHAWLl6dslXpqx1Gdta09Y2b/wche31KtWnWOHTuKk5NTqhz7r7/+olmzZhgZGXH8+HFKlCiRKsdNL65du/bWhQh7e3vc3d2T7RiOjo7ExcXx/PnzJMXE48ePKV++/Du3sbe3R19f/62W8MePH7/V+v2P8PBwxo8fz5EjRzh16hT58uUjb9685M2bl/j4eG7evEmRIkWS7byEAHj9+jWrV6/G3d0dOzu7xOU+Pj60a9cOa2tr6tWrx7Jlyxg3blySbRs1akTr1q3p0KED8fHxdOzYkXr10u7fDLkhUggBvOk+2KBhA/6+/DfOg5wxyWmidqT30uhpyNkzJ4b2RjQcu4n7T16pHUmkMguTf4pu6V6ekSToFLy3xWBoZMTwX1eoHSfNyJLVkbG/beDV6yhq1KiZKgMlLVq0iKpVq5I/f37Onj0rBfd/HDx4kEuXLtGsWbMUPU7JkiUxNDTEz88vcVloaCiXL19+b9FtZGREyZIlk2wD4Ofn995tBgwYwMCBA8mZMydarZb4+PjE5xISEmTqMJFsdu7ciYWFBRYWFlhaWrJ9+3bWr1+fOE7PrVu3OHnyJK1atQKgXbt2LFu27K0p+gBmz57NzZs3efr0KTNmzEjV8/hcUnQLIYiLi6NJ0yYcP3mcnANyYprLVO1IH6Vvpo/rQFcSUCjV25eEBCm+MhN9fT1MjAx4GSMt3RnJjBNx/B2mpeugKZiaWagdJ03J5uTC6Nl/8DD0EbVr1+Hly5cpcpy4uDh69epFjx496NatG/7+/mTLli1FjpVexMbGEhYWxoMHDzh//jwTJ07k22+/pUGDBnTo0CHJuhEREYSFhSV5vHr1/gvDz549IyAggKtXrwJw48YNAgICElupra2t6dKlC4MGDeLAgQNcuHCBdu3aUaRIkcTRzAGqV6/O3LlzE7//4YcfWLJkCUuXLuXatWsMHDiQkJCQJN3J/+Hn58etW7fo3bs3AKVLl+b69evs2bOHRYsWoa+vT/78+b/8BRTiX6pWrUpAQAABAQGcOnWKWrVqUbdu3cRbaH18fBLnrgeoV68ekZGR+Pv7v7WvNWvWoNFoCA8P5/r166l6Hp9Lim4hMrmEhARat2mN3wE/cvbLiXk+c7UjfTJjJ2Ocv3fm0fNIqg1eo3YckcosTAx5Fat2CpFcbj7VMupQLG4FilKtYRu146RJOXPlZdTs9dy8dZtGjb4lNjZ5fwEeP35MjRo18PHxYdGiRfz+++8YGqaNgTTVtHfvXpycnMiVKxd16tTh0KFDzJkzh23btr01j/Xo0aNxcnJK8vjpp5/eu+/t27dTvHhx6tevD0Dr1q0pXrw4CxYsSFxn5syZNG7cmJYtW1KhQgXMzMzYsWNHkmPfuXMnSQ+IVq1aMWvWLMaPH0+xYsU4cuQIu3fvfmtMgOjoaPr06cPChQsTWxpz5MjBb7/9RqdOnfjll1/w9fXF1DTtX4wX6YO5uTnu7u64u7tTunRpfHx8iIyMZPHixWi1WlasWMGuXbswMDDAwMAAMzMznj17ho+PT5L93L17l59++om5c+fi7e2Nt7d3sr8nJieNIjcJpxsajUbu6f4feS2Sh06no2PHjqxZu4acfXJiVdxK7Uhf5MnOJzza+IgfW3jxa/fqascRqcSt/XzsNRGc6S4toumdTlGovDyK06GwaPtFrGzsPr5RJnbt79OM69eCps2asnrVqmSZPvH8+fM0btyYuLg4Nm3aRIUKmW+QSvls8Xnk9VJHTEwMgYGBuLm5YWLy/7cCnj9/npIlS3Kuu3mKD6R2PlRLyUWRnDt37rNuPfH29ubFixds3bo1cZlOp8PGxoZu3bpRpUoV2rZty7Fjx5JcVLp+/TrfffcdDx8+xM7ODp1OR9WqVbG0tGTnzp28evWKwoUL07ZtWyZPnpycp/pR7/t5/Je0dKdz3t7eaDSaxIednR116tR5awqLf3Tv3h19fX3WrVv3Sfs/c+YM1atXx8bGBltbW2rVqkVAQMB713/27Bl9+/Ylf/78mJmZ4eLiQr9+/ZJ0g4uNjaV9+/ZYWVmRP39+Dh48mGQfU6dOpW/fvp+UT3ydwYMHs2r1KrJ3y55uC24A+/r2WHlZMW3TGTYdTdvdi0TysTY3JjL+4+uJtG/h2XiOhWhp22uUFNyfwMOzNP3GzGX9unWJ0+V8jbVr11KhQgUcHBw4e/Zspiy4hRCp45/bNcLCwrh27Rp9+/bl9evXNGzYEB8fH+rXr4+npyeFCxdOfDRr1oysWbMmzr89e/ZsLl26xOLFiwGwsrJiyZIlTJ8+ndOnT6t5eu8lo5dnAJ8y3x18fM67/4qIiKB27dp8++23zJs3j4SEBMaMGUPt2rW5f//+O7ucPXz4kIcPHzJt2jQKFixIcHAwPXv25OHDh2zcuBF4MzjLuXPnOHHiBHv27KFNmzaEhYWh0WgIDAxkyZIlnD17NpleHfE+ixcvZsaMGTh954RNWRu143wVjUZDzq45uRt6l9aTtnM1dzby5siidiyRwqzNjAkOl1aW9C7kpY5BfjHkcHWnUZu37zcV71a+WkOe9h3L5MljcHV1fee9uh+j1WoZNmwYv/76K+3bt2fhwoXSjViIdO7ak5Qf4+ZrjvHP7RoAlpaWFChQgA0bNuDh4cGuXbtYs+bt2wU1Gg1NmzbFx8eHunXrMmLECJYsWZJkJodatWrRqVMnvL29uXDhQpqb4k66l6cj7+rG865uGkePHqVSpUo8fvw4cb47AF9fXxYsWJD4n/3q1atJ5rz7r7Nnz+Ll5UVISAjOzs4AXLp0iaJFi3L79m3y5MnzSbk3bNhAu3btiIyMxMDAgO+//x4rKysmT55MdHQ0ZmZmiVnr1KlDjx49aNKkyWe/FuLTHT58mBo1a2BdyRqn9k4ZZgq2uCdx3BlzBysDQx6u7YOJkVxXzMgajd7I6Yt3CPvRUu0o4gspikLdNdEcDNQxd9MZsjok/3zGGZmiKCydNYo9G5eydetWGjZs+MnbPn/+nDZt2uDn58f06dPp379/hvlb8KXks8XnkddLHe/rzhwSEoJHgfxERcekSg4zUxOuXb+Bi4tLqhwvrfrU7uXyiTSDed98d/Bpc979W/78+bG3t8fHx4fhw4ej1Wrx8fGhUKFCbw3E8SEvX77EysoKA4M3/908PT1ZuXIl0dHR7Nu3DycnJ+zt7Vm1ahUmJiYfLbjF17lz5w6NmzbGPL85Tm0zTsENYJTVCOe+zgRNDaJ8/xWcn99Z7UgiBVmZGROnyzj/fzOjNZcS2Hc7gebeA6Xg/gIajQbvfuMIf/SQ1q1bc/jwYby8vD663dWrV/n22295+vQp+/btSzIKthAifXJxceHa9RupMqUgvJkPPrMX3J9DWrrTkfe1dP9TrAJERkbi5OTEzp07kwxscOvWLQoVKsTDhw+xt7dn69at9OvXj6CgoA8OwHLlyhW+/fZbAgMDAciXLx/79u375F+yp0+fUqJECdq3b8+ECRMAiI+PZ8CAAezevRt7e3tmzpxJwYIF8fLy4tChQyxatIh169aRJ08eli5dSo4cb38Q++e12L59O126dHnn3H1pmYuLCz4+Pqk+7+nLly/xKuPFg1cPcB3pir55yg60oZan/k8JXRVKt3qeLBpYV+04IoX0mr2P1f4XeTUk/Yy4L/7f40gd+edGYmidnYVbz6kdJ12LjYlmbN/mPHt0j5MnT5A7d+73rrtt2zbatWtHrly52Lp16yf3WssMpOX288jrpY5PbVkVqeNTfx5SdKcj7yu6Hzx4wPz584E3A5nNmzePPXv2cPr06cQW6aFDh3LlyhV27NgBvJmH08nJibVr11KrVq13Hi86OpoqVapQoEAB+vTpg1arZdq0aVy/fp0zZ8589L6vV69eUatWLWxtbdm+ffsHpx3x9vamePHiuLm5MXz4cE6dOsXUqVO5fPkymzZteu9r8eDBA9auXZvuiu7169dz6dIlpk6dmmpd+hISEqhXvx6H/zpMrlG5MHZMW/e6JCdFUXiw9AEvjr1g6Q/16FSnqNqRRAoYsvgQc7eeJXKYFN3pUauN0Wy+lsC0VYdxcZM5gL/Wy+fhjOjREAtTI06ePIGtrW2S53U6HRMmTGDMmDE0bdoUX19fLCxk5P9/y5UrV+JcweLjXF1dCQoKUjtGpiNFd9oi3cszkX/mu/tHyZIlsba2ZvHixUyYMCFxzruwsLDELt5AYnfx9xXda9asISgoiBMnTiS2hq9ZswZbW1u2bdv2wYHYIiIiqFOnDhYWFmzZsuWDBffBgwe5evUqPj4+DB48mHr16mFubk7Lli2ZO3fuB889R44c/Pjjjx9cJy3q378/w4YNY+DAgfj7+7Ns2bIk99+nhEGDBuHv74/rj64ZuuCGNxdlsnfITuz9WLrO3kNxdweKuTuoHUskM0szIxJ0ct04Pdp2PZ4/rsRTu6m3FNzJxNrWnhHT1zC0a11atmzFnj27E//mR0RE4O3tzebNmxk/fjwjRoxIlmnGMhopIIUQKUXecTMgjUaDnp4e0dHRAOzevZuIiAguXLhAQEBA4mPDhg1s3bqVp0+fvnM/UVFR6OnpJWmF/ef7D7Us/9PCbWRkxPbt2z941ScmJobevXuzcOFC9PX10Wq1xMe/mQMoPj4erVb7JS9BmmdsbMyMGTPYtWsXp06dwtPTk0OHDqXY8RYsWMCcOXNwaueERcHM0bKhZ6iHS38X9Mz0qThoNa8iU2dgEZF6rMyMpehOh17EKPTYGYONrR3dBk1UO06G4uTsxqAJizl06CA//fQTQOJ8tn5+fmzbto1Ro0ZJwS2EEKlM3nUzgA/Ndwd88px3/1WzZk2eP39O7969uXbtGleuXKFTp04YGBhQtWpVAB48eECBAgUS58SLiIigVq1aREZG4uPjw6tXrxKzvauAHj9+PPXr16d48eIAVKhQgc2bN3Px4kXmzp2b4ecKrVevHn///TceHh5Ur16dkSNHkpCQkKzHOHjwIL379Mauhh1ZqmWuabQMbQxx6e/C69g4vPr4prvbEMSHWZoaodMpxCTIzzU9+XF/DOHRCkOnrpDiLwUU9apIp/7jmTlzZuJ0os2aNePkyZM0atRI5XRCCJE5yV+7DOCfKcCcnJwoU6YMZ86cYcOGDVSpUoVHjx6xa9cumjVr9tZ2/57z7l0KFCjAjh07uHjxIuXKlaNixYo8fPgwyfx68fHx3Lhxg6ioKADOnTvHqVOnuHTpEu7u7om5nJycuHfvXpL9X758mQ0bNiQZQb158+bUr1+fihUrcvHiRWbPnp1cL1OalT17dvbv38+ECROYPHkylStXTrZ7ym7evEmTZk2wKGiBYxvHZNlnemOWx4wc3jm4ef85bSZuVzuOSEZW5kYAhEaoHER8sgN3E/C5EE/56k3IV7ik2nEyrLrNO1Pz23b07NmTU6dOMWzYMAoWLKh2LCGEyLRkILV0REaJ/H8Z9bU4fvw4bdq04dWrV/j4+NC0adMv3tfz58/xKuNFaGQoriMy7kjlnyp0dShP/Z8yq2d1+jf9+JQ6Iu3bfzaQ2sPWc7yzGeWcZYiStC4yTqHgvEieac1ZuudakjFGRPKLj49jbN/mPH90j/PnzyVeLBdCpG8ykFra8qk/D2npFiINKV++PAEBAVSvXp1mzZrRq1evxHvzP0d8fDzNmjfjXug9cvTPkekLbgDHVo6Y5zdn4KKD/HXlvtpxRDKwNHvT0h32OuNdgMuIRh+K5f4rHT/8skQK7lRgaGjEoAmLidcqNGvWnLi4OLUjCSFEpiV/9YRIY2xtbdmwYQOLFi1iwIABHDt2jHXr1lGoUKFP3scPP/zAn3/+icuPLhg7ZOyRyj+VxkCDc29n7oy5Q42h67i38nvsbczUjiW+gtX/iu4nUXJPd1p36n4CM0/GUbxcdYqVrqx2nEwji70DP070YdT3jenXrx8LFixQO5IQIgWFhIQQHh6eKseyt7fHxcUlVY6VEUjRLUQapNFo6NGjBxUqVKBVq1Z4eXkxe/Zsunbt+tE5vf/44w/mzp2LU3snLDwyx0jln8rA0gDXga7cGX+HEr2XE7SypwzklI7909L9JFLlIOKDYhMUOm6NwdTUlJ8mvnsMEZFy8hcuSbdBk5g/+UfKly9Phw4d1I4khEgBISEheHgUICrq83tIfgkzM1OuXbv+SYX3xz67duzYkeXLlyeud+LECcqWLZv4fGxsLNmzZ+fZs2ccOnSIKlWqJD63c+dOpk2bxrlz59BqtRQqVIjevXvj7e39ReeVUqToFiINK1y4MGfOnGHgwIF0794dPz8/Fi1ahI2NzTvXv337Np27dMamtE2mG6n8U5k4m5CzW07uzbtH/REb2TOppdqRxBeyMnvTi+NZjHQvT8smHYvl5lMdP0yYjZHcf6iKmt+24/rF0/Tq1QsvLy88PDzUjiSESGbh4eFERUWzamhDPFzsUvRY10Ke0m7yDsLDwz+p6A4NDU38ev369YwePZobN24kLjM1NU382tnZmWXLliUpurds2YKFhQXPnj1Lst/ffvuNAQMGMGTIEObNm4eRkRHbtm2jZ8+eXL58mWnTpn3NaSYrKbqFSOPMzMxYuHAhNWrUoFu3bhQrVoy1a9dSrly5JOvFxsbSvGVzdOY6nDo5ffSqYmZmXdqamHsx7N1xl/ErjzG6/TdqRxJfwML0TUv382jpXp5WXXqk5ZejcRTwLEOF6jJdlZq6/TiJ29cCaNGiJadPn8LMTG6vESIj8nCxo0TetDVjjaPj/+extrZGo9EkWfZvHTt2ZM6cOcyaNSuxGF+6dCkdO3bk559/Tlzv3r17DBo0iAEDBjBx4sTE5YMGDcLIyIh+/frRokULypQpk0Jn9Xmk6E5HXF1dpZD6H1dXV7UjpLoWLVrg5eVF27ZtqVixIj///DNDhgxJ7B49aNAgLl2+hNtIN/RNZeC0j8nWJBsxITGMXXWMMh7ZqV0qt9qRxHvEJ2i59ySCR88jeR4Rw/PXMYn/6mk0HArS0mFLNFHxClEJGiLjNURrNRhowFhfwVhfwUhPwdgAjPU1GOmDsT4YG/z/1xZGGrJbashhpUeO//1rYSTvt18jQafgvS0GAwNDRkxbqXacTM/E1Jwffl7I0K716NevH0uWLFE7khBCvKVkyZK4ubmxadMm2rVrx7179zhy5Ai///57kqJ748aNxMfH8+OPP761jx49ejB8+HDWrl0rRbf4fEFBQWpHECrLlSsXf/75J2PHjmXEiBEYGBgwePBgNm3axO+//45TeydMXU0/viOBRk9Dzh45uTPuDo3GbOLO8h7kzGqldqxMSVEUnr6K5m7oC+6GviAw7OWbr8NeEvjoFSGPXqDVJm3NNjQ0xNbGmqz2dpjZZSHI0g4zc0vMzM3JYmaGiYkJWq2WuLg4YmNjiY2N5VVsDLExMcTGxhAXG0ts5JvlcXFxvIp4zYtXSSf8tjI1IIeVPjksdOSwILEYz2GpIb+9Hnmz6KGvJ4X5+8w+Gcf5UC29hk7BzEJ+t9IC1zwedBn4C/Mm/UDVqlX57rvv1I4khBBv6dSpE0uXLqVdu3YsW7aMevXqkTVr1iTr3Lx5E2tr63dOh2hkZETu3Lm5efNmakX+KCm6hUhnDA0N+eWXX2jevDn29vbcvXsX707eWHtZy33cn0nfTP/NwGpj7lCyty8P1vTGwEAGVktJzyNiOH39IadvhHLh9iPuhL3ibuhzXkfFJq5ja2NN7txu5Hb3olRNN3Lnzk3u3LlxcnLC1tYWW1tbTE1Nk73nT1RUFA8fPuTBgwdvPW7eC+ZQ4H0ePnpMQoIWAFMjPYo4GFAsq4Knoz6eDnoUddDH0lgK8dvPdIw4GItb3sLU/Lad2nHEv1Rv2IYrF47TvUcPSpUqRf78+dWOJIQQSbRr146hQ4dy9+5dli9fzpw5cz57H4qipKkewlJ0C5FOFS9enPj4eMpVKIfWTItzJ+c09eaSXhg7GuP8vTPBM4Op8uMajs2SAiG5xMYl8Pfdx5y6/pDT10M5deMRt+6/mcrExtqKkiVLUaFWftq5/X9h7ebm9t6BAlOamZkZ7u7uuLu7v3cdnU7H48ePuXr1KgEBAfz999+cunCWZX43iY9PACCPvTHFsurwdNCjmKMeJZz0yWGVeS7m6BSFLttjUDT6jJq1Vu044j80Gg3dB0/hzv/u7z516mSSQYyEEEJtdnZ2NGjQgC5duhATE0PdunWJiEjaGy1fvny8fPmShw8fkj179iTPxcXFcffuXapVq5aasT9Iim4h0rHx48dz/tx53Ea4oW8m93F/KUtPSxxaOPDXhvsMWnCA6T2rqx0pXQp5/JI//77H6RsPOX3zEQG3HxEXn4CRkSHFPD2p06QNo0uXpnTp0uTNmzddXiTS09PD0dERR0fHJH/M4+LiuHbtWmIh/veF88wKuMCzF68AcLc3oqqLQtVcBlR108fRIuMW4UvOx3MkOIH234/EJkvWj28gUp2pmTk/TFjE0K71GDBgAAsXLlQ7khBCJNG5c2fq1avHkCFD0Nd/+zNus2bN+Omnn5g+fTrTp09P8tyCBQuIjIykTZs2qRX3o6ToFiKdOnr0KBMnTiRr46yY5ZFRaL+WfT17YoJjmLH5DOUK5qB5pQJqR0rztFodp64/ZOfJO+w8fZdLdx8BkC9vHkqXqUr778tQunRpPD09MTY2VjltyjIyMsLT0xNPT8/EZYqi8ODBA06dOsWhQ4c46L+PxZtvA1AgmzE1XHXUcTegqpsBZobp7wLEu9x/peOHfTFkd85Nk/Z91I4jPiCXe0E6D/iZBVMGU79+fRo1ktHlhcgIroU8zRDHqFOnDk+ePMHK6t1jgri4uDB16lR+/PFHTExMaN++PYaGhmzbto3hw4czaNCgNDOIGkjRLUS69OLFC9p81wbzfOZkbSAtSclBo9GQo0sOYh/G0mbydoq4ZSW/c8rOc5kevXgdw76zgew8eZs9Z4N4+jISe7ss1KvfgFGTG1C9enWyZJGxBeDN/6mcOXOSM2dOmjVrBkBYWBiHDx/m4MGD7Ni7m7lnHmBsqEclFwPq5NFQ190Aj6zps9eKoij02BlDnE6PUbPWqR1HfIKa37bj7LH9dO3ajStXyr01UJEQIv2wt7fHzMyUdpN3pMrxzMxMsbe3T7H9azSaj+5/4MCB5MmTh2nTpjF79my0Wi2FChVi/vz5dOrUKcWyfQmNoiiK2iGEEJ9OURRat27Nll1bcBvvhpGdkdqRMpS48DjujL6Dpb4hoev6YGKUua9NKorCzfvP2HnyNjtP3+XopXtotTo8ixahfoOGNGjQgNKlS7+z65f4MEVRuHnzJnv37mXvnt0cPnyYmNg4Cjsa8V0hDW0KG+Jqk366oa+9FE/bzdE0ad+X9t+PUDuO+ETPnz5mYLsqVK9ahU2bNqbL2z6EyExiYmIIDAzEzc0NExOTJM+FhIQQHh6eKjns7e1xcXFJlWOlZR/6efybFN1CpDO+vr54e3vj/L0z1qWt1Y6TIUVejyRwaiDF3LJxYUFnteOoIuTxS1b5X2HlgWtcD3mCiYkx1atVp0HDhtSvXx9nZ2e1I2Y40dHR+Pv7s2b1arZt20p0TCzfuBrxXWE9WhQ0wM4s7RbgTyJ15J8bib6VI4u2XVA7jvhMJw7t5NfhXVm5ciXt2slgkkKkZZ9a5InUIUW3EBlQUFAQhQoXwri4MTm65lA7Tob21P8poatC6VKnKEsG1VM7Tqp4HR3HpqM3WOF/hUMBwZiamtC0aVNatWpNtWrVMDOTsQNSS0REBNu2bWP1qpX4+fujQaFOHgO+K2JAo/xp7x7wtpui2XA1gV9XHMQ1j4faccQXmD2uDxdO+HH50iW5qCZEGiZFd9oiRbcQGYyiKNSuU5uj54/i9rMb+qbSnTclKYrCw6UPeX7sOUsG1qVLXc+Pb5QOKYrCmRuhLNwVwPo/bxAZHUvVKpXp0NGbZs2aYWlpqXbETO/x48f88ccfrF7py8nTZzE31qdJfj3aFTGkZh599FTuDrzzZjwN10ZT89t29Bo6TdUs4stFRrxkYLsqFC1cED+//ejppd2eFUJkZlJ0py1SdAuRwaxevZp27drhOtAVS08phFKDLl5H4KRAYkNiOPebN8XcHdSOlGxeRsaw+sBVFu25yN+3w3BxzknXbt3p0KEDrq6uascT73H37l3WrFnD6pW+XL95m3xZjRhYWo8OnoaqtH6/jFEo8Ptrog1s8Nl1RQq1dC7g9J+M79+K3377jT59ZPR5IdIiKbrTFim6hchAwsPDyVcgH4q7Qs5eOdWOk6nEv4jnzug7mCTo8WDN91iZp+8/cHcePmfqH6dY6X+VuAQtDRs0oHuPHtSqVUsGQ0tHFEXh5MmTzJwxg02bN2Fjqk/P4nr0Lm1EdsvUK3x77IzG53w84+dvx8OzdKodV6ScxdOHc3jXWi5cuED+/PnVjiOE+A8putOWT/15yCVpIdKBHwb9QGRsJI5tHdWOkukY2hjiMsCFyNg4SvX2RafTqR3pi1wKfMx3k3aQr9Mitp6+z7ARIwkJCWHL1q3UrVtXCu50RqPRUK5cOf7YsIE7d+7SsXtffgswINfsKDpujSYgTJviGQ4HJbDoXDxlqjaUgjsD6dB7JLb2jnTt2i3dvt8JIURaI0W3EGmcn58fK1esJGvLrBhYZ+7pq9RiltuM7J1zcOvBc1pN2KZ2nM9y6tpDvh29iaLdl3Ls1kvmzPmNoOAQRo0aRfbs2dWOJ5JBrly5mDFjBvfuP2Ty1F85/DQrxRdGUn1lDLtuxqNLgQ5tUfEKnbbFYGFhwYBx85N9/0I9xiZm9BjyK8eOHWXp0qVqxxFCiAxBim4h0rCoqCi69eiGZUFLbCraqB0nU7OtYItdLTs2Hr3BrE2n1Y7zQYqicPBCEDWGrKdsvxXceArLly/n9p279O7dG1NTU7UjihRgbW3NDz/8wJ3AYNavX8/rLIVpsDaagvNjWXohjgRd8hXfYw7FEvJSx4DxizAwkIuBGU2Rkt9QtX4rfhw8mLCwMLXjCCFEuidFtxBp2Lhx47h//z6OHRzRqDxCsQDHVo6Ye5jzw+JDHLsUonact+h0CtuP36Jc/1VU/2kdz3RWbNiwgStXr9GxY0cMDQ3VjihSgYGBAS1btuTk6bP89ddfFPqmHl22x1B0YSzbb8TztUO5nHmgZfqJOIqWrkqJctWSKbVIa7z7jgGNPgMGDlQ7ihBCpHsykJoQadSFCxco5VUK+8b2ZGuYTe044n8SXidwZ8wd9CMVglf0IputudqRANh75i4/LfmTS3cfUfGbCgwfMZLatWvLxRoBwLlz5xgy+EcOHDrMN65GTK1uQDnnz2+hjtMqFF8YSWCEET57rmJiInO3Z2R/7t3I7HF92L17N3Xr1lU7jhCCDw/cFRISQnh4eKrksLe3x8XFJVWOlZbJ6OVCpGMJCQl4lfHiVvgtco3OhcZACqe0JOZeDHfG3yGnrSVBK3uqOk3SzfvP+GHBQXaduk3lSpX4ecIEKlasqFoekXYpisL+/fsZMngQf1+6QlMPIyZWMyS//acPovfzn7GMORzLgHHzqVirSQqmFWmBoij8PKA1z8KCuHr1CubmaeMioxCZ2fuKvJCQEPIXyE9MdEyq5DAxNeHG9RufVXh7e3vj6+ub+H2WLFnw8vJi6tSpFC1aNMm63bt3x8fHh9WrV9O6detky53cpOgWIh2bMWMGg34cRO6RuTHLIy1JadHLMy+59/s9apdyY++kVql+/BevY/h51V/M2XaenDlyMG36DJo2bSot2+KjdDodq1evZuTwoTx4GErX4oaMqWyE00emGrvyWEuxhZHkKVSKSYt2plJaobaw+0EMaFeFvn16M23aNLXjCJHpva/IO3/+PCVLliRn95wYZzdO0QyxD2O5v+g+586do0SJEp+8nbe3N48ePWLZsmUAhIWFMXLkSC5evEhIyP/fthcVFYWTkxO9evXi3Llz+Pn5Jfs5JJdPLbpl9BMh0pjAwEBGjByBXQ07KbjTMGsva2IaxrBvRyBjVxxlbIfUaV3WanUs3XeREcuPERWnY+zYcfzwww8yOJr4ZHp6erRv354WLVrw+++/88vP41l5KZJBZfUZXN4YS+O3L9xodQre22LQNzBkxLRVKqQWanHMmYuWnQcxc+Yk2rZt+1kfsIUQqc84uzGmudLuZwJjY2McHd9Mgevo6MiQIUOoVKkST548IWvWrABs2LCBggULMmzYMJycnAgKCiJXrlwqpv56MpCaEGmIoij07NUTzCFbU7mPO63L1iQblp6WjF/9F3tO30nx4x25GEKpPivoPnMvdRo05saNm4wYMUIKbvFFTExMGDRoEHcCg+gzYBBTTyrk/T2GdZffHmztt9NxnH2opWO/n7GwslEnsFBNo7Y9ccmdn169vpe5u4UQyeb169esXr0ad3d37OzsEpf7+PjQrl07rK2tqVevXmLLeHomRbcQacjatWvZv28/2dplQ9/00++zFOrQ6GnI2TMnRtmMaTxuMyGPX6bIcYIfvaTlz9uoPGgNRrY5OXHiBCtWrCRHjhwpcjyRudja2jJlyhRu3b5DxVoNabMpmnprYwl68aa4uvtcx7ADsbi6F6ROM291wwpVGBgY0mXgL5w+fYrVq1erHUcIkY7t3LkTCwsLLCwssLS0ZPv27axfvz5xfJxbt25x8uRJWrV6c+teu3btWLZsWbq/4CdFtxBpRGRkJAN+GICNlw1WxazUjiM+kb6pPi4DXEjQKJTq7UtcXEKy7VunU5ix8TQFuizh2M1n+Pr6cuLkKcqWLZtsxxDiH87OzmzYuInt27dzJcqOQvOjmXY8lq7bY9Chz+iZa9WOKFRUqER5yldvyJAhQ3n9+rXacYQQ6VTVqlUJCAggICCAU6dOUatWLerWrUtwcDDwppW7du3a2NvbA1CvXj0iIyPx9/dXM/ZXk6JbiDRi+vTpPH32lGwtpVt5emPsaIxzb2eevIyi6uDkKUyCwl5Q7ad1DFp4kJ69enPz1m06dOig6kjpInNo2LAhV67doFuvPgzxj+NQUALVvm2Prb2D2tGEyjr0HsXTp0+ZPHmy2lGEEOmUubk57u7uuLu7U7p0aXx8fIiMjGTx4sVotVpWrFjBrl27MDAwwMDAADMzM549e4aPj4/a0b+KfHoTIg149OgRk6dMxra6LUZZjdSOI76AZVFLHFo4cPzqA36Yf+CL96MoCkv3/k2RHssIfKbl0KFDzJw5EwsLi2RMK8SHWVpaMmvWLPbs3Yuray78t6/mj6UzSEiIVzuaUFE2Jxcatf2eadOmERgYqHYcIUQGoNFo0NPTIzo6mt27dxMREcGFCxcSW8MDAgLYsGEDW7du5enTp2rH/WIyerkQacCYMWPQ6mnJ1lBaudMz+7r2xATHMHPrGcoWzE7Lyh6ftX3Ys9d0n7WPHSdu0cnbm1mzZ2NlJbcaCPXUqlWLGzeuM378eKZMmcKZo3vpM2I2ru6f939bZBxNO/Th8O51DB78Exs3blA7jhDiP2IfxqbpY8TGxhIWFgbA8+fPmTt3Lq9fv6Zhw4bMmjWL+vXr4+npmWSbQoUKMWDAAFatWkX//v2/KrtapOgWQmXXr19n8ZLFZGueDX1zGTwtPdNoNOTonIPYh7G0nbIDz9zZyO9s9/ENgU1Hr9Njth/6RqZs27aNRo0apXBaIT6NsbExv/zyC02aNKFjR28Gd65Fqy6DadK+j9zukAmZmJrz3fcjmT22N4cPH6ZKlSpqRxJCAPb29piYmnB/0f1UOZ6JqUnifdefY+/evTg5OQFvelUVKFCADRs24OHhwa5du1izZs1b22g0Gpo2bYqPj0+6Lbo1yn/nBRFCpKpG3zbC/6Q/br+4oWcoH2AzgrincdwZfQdLPUMerPkeM5P33zLw4nUMfX/3Z5X/ZZo2acKChQsT56kUIq2JjY1l7NixTJkyheJlq9J/zFwsrbOoHUukMkVRGNGjIYbEceHCefT15YKxEKklJiaGwMBA3NzcMDExSfJcSEgI4eHhqZLD3t4eFxeXVDlWWvahn8e/SdEthIqOHj1KpUqVyNkjJzblbNSOI5JR5I1IAqcE4pkrGwELO79znQPng/CevoeIGIW5v//Od999h0ajSeWkQny+vXv30va77zA0MmPQL4vJW7C42pFEKrt19QJDutRl4cKFdO/eXe04QmQan1rkidTxqT8PaVYTQiWKovDDjz9g7maOdRlrteOIZGae3xyn75z4++5jOk/bleQ5nU7hl9XHqTl0PfkLl+DS5cu0a9dOCm6RbtSpU4eACxdwdc7OyJ7fsmfTMuQafuaSt2BxKtVuxtix44iOjlY7jhBCpGlSdAuhko0bN3L29FmytsyKRk+KrYwoS7Us2Fa2Zdn+SyzZHQDAy8gYmo7bwsjlRxg9ejT7/fxxdnZWN6gQX8DFxYWjR4/QvXs3Fk8bxuyxvYmOilQ7lkhFrbsO5vGTx8ydO1ftKEIIkaZJ93IhVBAXF0d+j/w8s3yGy0C5HyYj0yXoCJoURExwNGuGNGL0ir949DKOVatX06BBA7XjCZEs1q1bR5euXbF3yMmPvywmZ658akcSqWTh1J84fXgngYF3sbaWXltCpDTpXp62SPdyIdKwBQsWEBwUTLaWMkVYRqdnoIdzX2c0xnq0nrQNI6tsnD13TgpukaG0bt2as2fOYGakx5DOdTnmt1XtSCKVtOj0A1HR0UyfPl3tKEIIkWZJ0S1EKnvx4gVjxo3B5hsbTHLIFcqMTlEUnv/5HG2klm8qfMPJU6dxd3dXO5YQyc7Dw4MzZ07TpMm3zBjdk8XTh6NNSFA7lkhhWbI6Urd5Z6bPmMHjx4/VjiOEEGmSFN1CpLIpU6bwOvI12ZpIK3dGp4vV8WDBAx5vecz48eM58ucRzM3N1Y4lRIqxsLBg1apVzJs3D7+tK5g6rDOxMVFqxxIprEm73mg0ekycOFHtKEIIkSZJ0S1EKrp37x4zZs7AtrYthraGascRKSjhZQLBU4KJ/juaDRs2MGrUKBmdXGQKGo2GXr16sX37dq6cP8a4fi2JePlM7VgiBVlaZ6FR2++ZP38+wcHBascRQog0R4puIVLRpEmTwBjs69qrHUWkoLgncQRPCsY8ypzjfx2nefPmakcSItXVrVuXQ4cO8eRhECN7NeZJ2H21I4kU1KBVd8wsrBk3bpzaUYQQIs2R0cuFSCWPHj3CxdUFm/o2ZGskXcszqpj7MdybcQ8nGycO+B0gd+7cakcSQlU3b96kVq3aREbHMmLGGlzzeKgdSaSQnesXs3zOGG7evEmePHnUjiNEhvSh0bJDQkIIDw9PlRz29va4uMgMPJ86erlBKmYSIlObM2cOOj0ddtXt1I4iUkjU7Sjuz7pPvtz58Nvnh6Ojo9qRhFBdvnz5OHHiOHXq1GVUr8YMmbKcQsXLqR1LpICa37Zj84o5TJkyhUWLFqkdR4hMJSQkhAIeBYiOik6V45mamXL92vVPKrw/dntdx44dWb58OQCHDh1i+vTpnDp1ioiICHLkyEGpUqXo3bs3Li4uuLm5fXBfY8aMYezYsZ96GqlGim4hUsGrV6+YM3cO1pWt0TfXVzuOSAERlyJ4MPcBXqW82L1zNzY2NmpHEiLNcHJy4siRP2nSpCk/D2jNgHHzKVulntqxRDIzNjGlQevu+C75lTFjxpAjRw61IwmRaYSHhxMdFU2nma1xck/ZHpWhtx+zbOA6wsPDP6noDg0NTfx6/fr1jB49mhs3biQuMzU1BWDevHn06dOH9u3bs379etzc3AgNDeXMmTMMHDiQ06dPJ9nXtGnT2Lt3L/7+/onLLCwskuMUk50U3UKkgoULFxIVFUWO2vIBJCN6eeolDxY/oHat2mzcsBEzMzO1IwmR5lhbW7Nnz27ad+jAtBFd6TZoErWbdlQ7lkhmdZp6s2Xlb8yYMUPm7hZCBU7u2XApnFPtGEn8u+eftbU1Go3mrd6AISEhDBgwgAEDBjBjxozE5W5ubpQvX55+/fq9tZ2FhQUGBgbpomehDKQmRAqLjY1l2oxpWJe3lhHLM6BnB59xb8E92rRqw7at26TgFuIDjI2NWbd2LX369GHhr0PYuHyW2pFEMjMzt6Rusy4sWLCAp0+fqh1HCJFObNq0ifj4eH766ad3Pp/eZ4CRoluIFLZy5UoeP3osI5ZnQE8PPOXhiof069uPFStWYGgoF1WE+Bg9PT1mzZrF+PHjWbNwMjvWLlQ7kkhmDVp1Rae8GctECCE+xc2bN7GyskrSar1p0yYsLCwSH5cuXVIx4deRoluIFKTVapk0ZRLWJa0xdjJWO45IRs+PPSd0ZSgDBw5k1qxZ6OnJ26kQn0qj0TBq1CiGDh3Ksjlj8Nu2Su1IIhlZ2dhR89v2zJ4zh1evXqkdRwiRTvy3Nbt27doEBASwa9cuIiMj0Wq1KiX7evIpUYgUtGXLFu7evotdPRmxPCN5efolD5c+pFu3bkyfPj3dd3kSQi0TJ06kd+/eLJgymCP7NqsdRySjRm16EhkZyYIFC9SOIoRIB/LmzcvLly8JCwtLXGZhYYG7uzuurq4qJkseUnQLkUIURWHi5IlYFrTELLfc55tRRARE8GDhA9q0bsP8+fOl4BbiK2g0GubMmUPHjh357ee+nD6yV+1IIpnYZXOiar1WTJ8+g+jo1JnCSAiRfjVv3hxDQ0OmTJmidpQUIaOXC5FCDh48yIVzF3D9Mf1fnRNvvL76mvu/36dBgwb4+vqiry/TvwnxtfT09Fi8eDEREa+ZPrI7w6atpFjpymrHEsmg8Xe98d++mrVr19K5c2e14wiRKYTefpwuj+Hi4sL06dPp378/z549w9vbGzc3N549e8aqVW9uQUrPn7uk6BYihUycNBHzXOZYFEqb8wWKzxN1O4r7c+5TtUpV/lj/BwYG8vYpRHIxMDBgzZrVNG7chKlDOzFq5lo8PMuoHUt8JSdnN0qWr8Hs2XPo1KmT9AwSIgXZ29tjambKsoHrUuV4pmam2Nsn7yDBffv2xcPDgxkzZtC8eXNevXqFnZ0d5cqVY+/evRQpUiRZj5eaNIqiKGqHECKjOXfuHKVKlcK5lzPWZazVjiO+UnRwNCFTQyhdvDT79+2XacGESCHR0dHUrVuPs+fOMXbuJvLkL6p2JPGVAk7/yfj+rfjzzz+pVKmS2nGESPdiYmIIDAzEzc0NExOTJM+FhIQQHh6eKjns7e1xcXFJlWOlZR/6efybFN1CpIAWLVqw6+guck/MjUZfruynZ3FP4wj+OZiCeQpy+OBhrKys1I4kRIYWERFBjRo1uX7zFj/P24KzW361I4mvoCgKA76rjFfxImzatFHtOEKke59a5InU8ak/DxlITYhkdufOHTZt2oRtbVspuNM5bYyWB3MekNUqK3t375WCW4hUYGlpyd69e3B1zskvP3zHi2dP1I4kvoJGo6Fu885s3bqFkJAQteMIIYQqpOgWIpktXLgQAzMDbL6xUTuK+AqKTuHh4oco4Qq7d+4mW7ZsakcSItOwtbVl9+5daJQEpg7rTHxcrNqRxFeoXKcFpuYWzJs3T+0oQgihCim6hUhGsbGxLFm6BKvyVugZya9XevZo8yNenX/F+nXr0/XAHUKkVzlz5mTbtq0E3rjI/Mk/InfDpV+mZuZUa9CGRYsWExUVpXYcIYRIdVIVCJGMtmzZwvOnz7Gtaqt2FPEVnv/1nPCd4fz66680aNBA7ThCZFplypRh6dKlHN6zga2rf1c7jvgKdZt15sWL56xZs0btKEIIkeqk6BYiGc1fMB/LApaYZJeBLdKrqNtRhC4Pxdvbmx9++EHtOEJkem3btmX48OGsmvcLZ4/tVzuO+EKOOVzx+qYWs2fPkV4LQohMR4puIZLJ9evXOfLnEawryxRh6VVceBwPfntA2TJlWbBggcwpK0Qa8fPPP9OgQUNmj+9D6L1AteOIL1SneWcuX77EyZMn1Y4ihBCpSopuIZLJokWLMLI0wqqUjHCdHunidDz47QEOtg5s3bwVY2NjtSMJIf5HT0+PlStX4OTgwNRhnYmJjlQ7kvgCRUtVxCG7C4sXL1Y7ihBCpCopuoVIBpGRkSxcvBATDxP0DOXXKj0KWx1GwqMEdm7fSdasWdWOI4T4D2tra7Zu3cKTsBDmTRokXZTTIT09Pao1aMP69et59eqV2nGEECLVGKgdQIiMYPPmzUS9joLTcP3KdSy9LHFo5oCBpfyKpQcvTrzg2Z/PWLJkiYxULkQaVqhQIZYvW0bLli3J61Gchm16qB1JfKaq9VuxfsmvrFu3ju7du6sdR4gMJSQkhPDw8FQ5lr29PS4uLqlyrIxAo8ilYiG+Ws2aNQl8dpvKHcpxdO0pbp26i56+HoaOhmRtmBWbsjZqRxTvERsaS+D4QFo1bcXKlSvlPm4h0oHBgwczc+ZMJi3ehbtHMbXjiE90P+gWB3etY+f6xWR3ciI4OEjtSEKkOzExMQQGBuLm5oaJyf8P3BsSEoJH/vxExcSkSg4zExOu3biR6Qvv9/08/kuKbiG+UkhICLly5aLd5OZUaOkFwOOgcI5vOMOxdad5/SwSA1MDzIua49DSASM7I5UTi3/o4nUETwjGydiJC+cuYGFhoXYkIcQniI+Pp0yZsoS/eM3UpfswNjFVO5J4j+jI1/x1YDv+21dx88p59PQN0FhkQfvyMZcvX6ZQoUJqRxQiXXlfkXf+/HlKlizJFCcn8hil7Lg0d+JiGRIayrlz5yhRosQnb+ft7c2LFy/YunVrkuWHDx+matWqPH/+nICAAKpWrZr4nL29PaVKlWLy5Ml4enomLr9y5Qrjxo3j0KFDvHr1ChcXF1q3bs2wYcMwMzP76nP8VJ9adEvfVyG+0ooVKzAyMaJkvf/vlpwtlz2NB9el4cBaXD50nWPrTnP50HVenXmFgb0B9rXtsa1qi56e3P+tpkcbHxEXGseGUxuk4BYiHTE0NGTVqpWUKFGCNQsn06n/OLUjiX9RFIXrF09zYMcajvlvIy42BgMzayxLNsLmm3ZoDA0Jne+Nr68vU6dOVTuuEBlKHiNjCn6g+Esvbty4gZWVFSEhIfTr1486depw/fp1rK2tOXnyJDVq1KBGjRrs2rULBwcHTp8+zaBBgzh48CCHDh3CyChtNXJJ0S3EV1AUhaXLl1K8bmFMLN5+g9M30MezZiE8axbiedhLTm46x5E1JwldGcrjPx5jVsAMh5YOmORI/2+O6U3E5Qie7nvKjBkzKFasmNpxhBCfqWDBgkycOJFBgwZR6puaFCn5jdqRMr1n4Y84vPsP/Lat5NHDEPQNjTDI7oFDpfaYZC+QZF2TApVY5ruCiRMnYmAgH0eFEElly5YNGxsbHB0dmT59Ot988w0nT56kVq1adOnSBQ8PDzZv3pzYgOXq6kq+fPkoXrw4M2fOZMiQISqfQVLyLifEVzh69CiBdwJpPKHWR9e1dbSmbu9q1O5VhZsn73Js3WnO77nI7ZG3MbQxxLaKLfb17dEzkNbvlJbwKoEwnzBq1KxB//791Y4jhPhCAwYMYNu27fw+YQAzVh3CzNxS7UiZTnx8HOf+8ufAjjWcP3kQAH3LrNhW7YJFqYbo6b37o6ZFkRqEntvBvn37qF+/fmpGFkKkM6amb24hio+PJyAggKtXr7JmzZq3eox6enpSo0YN1q5dK0W3EBnJsmXLyOpiT97Sbp+8jZ6eHgXKu1OgvDuvn3/Lqa0XOLr6JGFbHvN051OMcxvj0NwB87zmKZg8cwtdGYqZnhkrfFdIF38h0jE9PT18fZdTuEgRls4cRZ+Rs9SOlGncC7zBgR1rObhrHa9fvcDAxAzT/N9gW7kjBtYOH93eMFtuTB1ysWrVaim6hchEdu7c+dYtfVqt9r3rP336lHHjxmFpaUnp0qU5dOgQAB4eHu9c38PDg2PHjiVf4GQiRbcQXyg6OpoNGzdQtWv5Ly7cLGzNqd7pG6p5VyAo4B7H1p/m9NbzBP4SiKGVAVblrcnWOBv6JvrJnD7zenX+FS/PvGTt2rU4OTmpHUcI8ZVy5crFnNmz6dKlC6Ur1aF0pTpqR8qwoiIjOOa3Fb/tq7hz7W/09A3Qt3PBvlovzPNX+Kx9aTQajPJ9w7btW4iKikrVgY+EEOqpWrUq8+fPT7Ls1KlTtGvXLsmynDlzAhAZGUnevHnZsGED2bJl++j+FUVJc/dzgxTdQnwxPz8/Il9HUqqB58dX/giNRoNbcRfcirvQYmQDzu26yNE1pwjae4/n/s8xymlEtsbZsCpmlQzJMy9ttJbHqx5Tp24dWrVqpXYcIUQy6dSpE1u2bGXBlMHkL1IKa1t7tSNlGIqicPXCCQ7sXMtf/tuIj4/DwNwGS68m2HzTBj2jLy+WzQtU5OXRVezevZvmzZsnY2ohRFplbm6Ou7t7kmX3799/a72jR49iZWVF1qxZsbL6/8+/efPmBeDq1avvHJPn+vXr5MuXL3lDJwMpuoX4Qlu2bCG7uyOOeT5+1e1zmFiYUKFVaSq0Ks2DG2H89cdpTmw4S8isEAzMDbAoaYFjc0cMrOTX93M92vgITYyGhQsWynzcQmQgGo2GJUsWU6hQYRZM+YmfJvnI7/hXevo4lEO7/8Bv2yqehN1D39AYwxyFsKvUHmOn5PlAa5glB6ZO7qxbt16KbiGSyZ242AxxDDc3N2xsbN5aXrx4cQoUKMDMmTNp3bp1kt6mf//9N/7+/sydOzfF830u+dQuxBeIj49n2/ZtlG1TPEWPkyO/Iy1HNaLJT/X42+8yR9ee5saR27z66xUGDgZkq58Nq3JWcl/yJ4i6HcWzg8+YNXMWLi4uascRQiQzBwcHFi5cQPPmzTmybxOV60gR97ni4+M4e2w//ttWE3D6MGg06Ftlw7Z6dyxKNEiRvzXG+b5h5671vH79WqZuFOIr2NvbY2ZiwpDQ0FQ5npmJCfb2qd+r6M1F1iXUqlWLZs2aMWzYMBwdHTl16hSDBg2idu3a9OjRI9VzfYwU3UJ8gSNHjvD82XOK1S6cKsczNDagVINilGpQjPB7zzj+xxmOrjvF/cX3MVhpgFkRMxxbOmKUNe3dw5IW6BJ0hC0Po2SpkvTp00ftOEKIFNKsWTNatWrFirnj8KpYW0Yz/0TBd65xYMdaDu1eT2TESwxMzDH1qPJmUDSrlP1QbVbgG178uZwdO3bQpk2bFD2WEBmZi4sL127cIDw8PFWOZ29vr1ojRoUKFTh58iTjxo2jbt26PHv2DIA+ffowc+ZM9PXT3lhIGkVRFLVDCJHe9O7dmz+2rePno0NU68KoTdBy9chNjq07xcUD1wAwtDMgS007stTIIq3f//J422Oe7njK+XPnKVq0qNpxhBAp6N69e+TPn5/azTrTofcoteOkWZERLxMHRbt74xL6Bgbo2+XCqnwrzPOVS9Usj1cNokbJ/Gzfti1VjytEehQTE0NgYCBubm6YmJioHSdN0Ol0dOnShX379vHnn38m3vedGj715yEt3UJ8Jp1Ox6Ytmyhat6Cq9wzqG+hTpJoHRap58PJJBCc3neXI6lOErQnjycYnmOY3xaGFA6YupqplTAtiH8YSvjOcIYOHSMEtRCbg7OzM0KFD+XnCBGo0+o7szrnVjpRm6HQ6rlw4zoEdazl+cDsJ8fEYmNtiVaYZ1uVbfdWgaF/DJN837N2zkpcvX2Jtba1KBiFE+qWnp4ePjw+//fYbR48eTdWi+1NJS7cQn+nEiROUL1+eQet7fdb83KlBURRunbrLsfWnObfrItoELYY2hthUsiFr/azoGWWu1m9FUQj5NQT7WHuuXLqCqWnmvgAhRGYRFRVFgQIeOOXyYOhUX7XjqC780QMO7lqP//bVhD96gL6RMYY5CmNTqT3Gju4f30EKS3j1hAfzO+Hr60uHDh3UjiNEmiYt3WmLtHQLkUK2bNmCtb0VeUq6qh3lLRqNhnxl85CvbB5ajf2WM9sCOLL6JA+3hfFs9zOMcxnj0NwB8/zmakdNFa8vvibiagRrd66VgluITMTMzIxp036lVatWBJw6TLEyVdSOlOri42I5fWQv/jvW8PfpI+jp6aFnnQ3bmj2xKFYvTd2CZGCVFTPngmzYuFGKbiFEhiQt3UJ8BkVRyJM3DzlLZ+O7ic3UjvNJFEUh5PID/lp/mpObzxEXHY+hpQFWZa3J2iQrBmYZ89qbolUIHBNIqTylOHzosEwfJEQmoygKlSpVJuThY6b7HkDfIGO+1/1X4K0rHNy5lkO71hMVGYGBiQXG7mWwqdQBA0s7teO918uTG4k5/QfPnz2V1jshPkBautMWaekWIgVcunSJwDuBNBhVTe0on0yj0eBaJCeuRXLSbHgDzu+5yNE1p7jrF8zzQ88xym5E1m+zYl0yY91H9/zYc6LuRzF9y3QpuIXIhDQaDXPmzKZkyZLs2+JLvRZd1I6UYl6/esHR/Zvx27aaoNtX+D/27jusyvr/4/jzMA4cNgiIIktc5N4zt+Le5d5bcq/UUtOcuSpX5c6ZaZb6zZkz98CRuAUURUT2Huf8/jD5SS6QAzfo+3FdXMU5931/XudQcN73ZxkaGWPo4IFD01GYeVZWOl6GaDwrE3FkDUeOHMHb21vpOEIIoVdSdAuRCdu3b8fMyozi1T2VjvJOTMzUVG9fiertKxF8J4S/t5zh71/Ocv/7+zwye4R5eXOcPnHC2MZY6ahZok3U8nTHUzp16kSlSpWUjiOEUEj58uXp06cPW1Z8w8eN22Jpbad0JL3RarVcOXecg7s2cvLQblJTU54tilbtU6yrf4qBOm/1gBnbu2Jqm59du3ZJ0S2EeO/I8HIhMqFU6VKYe6rps+j92Us0JSmFywf9OL7pNNeO38TAQIWRgzH2zeyxqWWTq+b9ZVTIHyGE7wrnxvUbeHjkrsXuhBA56/HjxxQtVoxajdrTf8wspeNkWcij+xz63xYO/L6Bp08eYaQ2xahQKWxr90SdP2//vgvbvwzr0KsE+t+TEUpCvIYML89dZHi5EHp269Yt/rn6DwN9uisdRa+M1EZUaFqaCk1LExYUzolfz3Fs42kernpIyMbHaEqa4fSpEyb5TZSOmiEpkSmE/RnGsM+GScEthCB//vxMmTyZcePG0bhtD9w8vZSOlGlJiQmcPvInB/7YwJXzfz9bFM3GCTtvH8zLeOfJm6OvovGswoMLu7l27RolS5ZUOo4QQuiNFN1CZNBvv/2G2lTNR7WLKx0l29g529JieCOafdYAv+O3OL75DJf2XeX2xdsY2Rph19COfI3yYWCUez/ghfwegkatYdKkSUpHEULkEkOHDmXx4iX8unoho7/+Uek4GXbnxmX+2rmJw39uJT4uBiONJeZlGmLzcXeMLN6fofLPmbqWxlBtyu7du6XoFuIdBAYGEhoamiNt2dvb4+rqmiNtvQ+k6BYig3bt3oVXraKYmKmVjpLtDAwNKFmnOCXrFCcqNIZT289zbOMpHm95TOhvoZgWNcXpEyc07rlrG67E4ETCD4czd85c7Ozevw+kQoh3o1ar+fzz8QwePJjOgXco6Jp71+WIjgzj6L+LogXe8Xu2KJpjYRybd0VTuILS8bKVykiNqXs5fv9jJ+PGjVM6jhB5SmBgIF4lShAXH58j7ZlpNPhdv56pwrtXr15ERESwY8cOevXqxdq1awEwMjLCxcWFdu3a8dVXX2Fubo6/vz8eHh4YGhoSEBCAs7Nz2nUePXqEi4sLqamp3Lt3D3d3d32/PL2ToluIDIiPj+f0qdO0ndBU6Sg5zsregsYD6tCof23unPPn+JYznNvpy52pdzC2McL6YxscWzpioFa+9zt0dyiO+R357LPPlI4ihMhlevbsydSpX/Hbz4vxmbRQ6TjppKamcuXcMQ78sYHTR/5Eq03F0MIOq5qdsa72CQZG7//N3udMClfm1L4lhIWFyc1TITIhNDSUuPh41vfuhVcBp2xty+9RMN1WryE0NDRLvd1NmjRh9erVJCcnc+zYMfr160dsbCzLli1LO6ZgwYKsW7eOCRMmpD22du1anJ2dCQwMzNLryElSdAuRASdPniQpKYli1QorHUUxKpWKIpU9KFLZg46TW3F2py9HN57mwc6HhO8JQ+1mgmNbRyxLWiqSLzksmciTkcydPVcWFhFCvMTU1JQxY0Yz/vPP+bTvaBycCikdieCgAA7t3syBnRsJD32MkdoUtXsFbOr0RO3gpnQ8RWgKVyJMq2Xfvn106tRJ6ThC5DleBZyokEeGfZuYmODk9OwGQZcuXTh06BA7duxIV3T37NmT1atXpyu616xZQ8+ePZk+fXqOZ35XyndNCZEHHDp0CEtbCwoUy690lFxBY6WhdtfqfLF7BBN3DadWp2poH6YS8E0A1z+7zsN1D0mJTcnRTKF7QzE3N2fAgAE52q4QIu8YOHAglpaW/LFpuWIZEhPiObJ3G1/6tGNIh6psW/sd0Vpj7JoMo8DwX3DsMPmDLbgBjCzzoXF046+//lI6ihAih2k0GpKTk9M91qpVK8LDwzl+/DgAx48fJywsjJYtWyoR8Z1JT7cQGXDo8F8Urerx3qwQq0+uJZ1xneZM+4nNufjnFY5tOs3tv+4RcSQC44LGOLZyxLqydbZmSIlJIfJIJONHj8fSUpmediFE7mdhYcGI4cOZNXsO7XsOx8bOIUfa1el03Ll+iYM7N3JkzzYS4mMx0lhiUbYJ1rW7Y2SWvb8j8xqjQqXYf0CKbiE+JGfOnGHjxo00aNAg3ePGxsZ069aNVatWUatWLVatWkW3bt0wNjZWKOm7kaJbiLeIi4vjzOmztJvUTOkouZra1JiqbStQtW0FHt99womtZzm+5Qz3l9znkdkjzMuak/+T/Kjt9D83MeyvMAx0BgwbNkzv1xZCvF+GDh3K3G++YfcvK+g6aMLbT8iCqIinHNmzjf2/r+eB/81ni6LlL4pjrS5o3Mtla9t5mYlrGfwv7Ob+/fu4uLgoHUcIkU127dqFhYUFKSkpJCcn07p1a77//vuXjuvbty/Vq1dn5syZbN26lZMnT5KSkrMjKrNKim4h3uLEiRMkJydTvHruXe02t8lf2IG245vRapQ3Vw75cXzTaf45cpOo01EYOxhj38Qemzo2ehk5oE3UEnEggv79+uPo6KiH9EKI95mdnR1DBg9m2fIfaNN1COaW+u1lTk1N5dKZwxz4YyNnju1Bp9ViaJEP65pdsarW/oNaFO1dmbqUAp5N7erRo4fCaYQQ2aVevXosW7YMY2NjChYs+Nre61KlSlGiRAk6d+6Ml5cXpUqVwtfXN2fDZpEU3UK8xeHDh7Gys6RAUZnPnVmGxoaUa1yKco1LEf4ogpO/nufYplM8XPuQx5sfY+ZlRv5P8mPq/O4Ln4UfCyclNoXRo0frMbkQ4n02atQovvvuO/7ctoYOvYbr5ZrBD/w5uGsTB3duJCLsCUZqU0wKV8amTi/U+ZRftC0vMTSzRuNUWIpuId5z5ubmFClSJEPH9unThyFDhqRbZC0vkaJbiLc4eOggRap6oFKplI6Sp9kWsKHZ0AY08anHjRN3OL75NBf3XuXOpTsY2RphW98W+yb2GBhlvPdbl6IjfG84HT/tiIeHRzamF0K8TwoUKECfPn3YtOVHWnbqj4mp2TtdJzEhjhN/7eLAHxvwu3QaA0NDDGydyddsJGYl68k6IFlg5FyK/QdlXrcQmeX3KPi9aOO/+vfvzyeffIKNjU2Ot60PUnQL8QaxsbGcO3OODpNbKB3lvWFgYIBXraJ41SpKTFgsp3dc4Oj6Uzz+NYSnvz/FtIgpju0dMS9i/tZrRZ6LJOFJAuPHj8+B5EKI98m4ceP46aef+Gv3Fpq2753h83Q6HbeuXeTgzk0c3fsriQnxGJlZYVGuGdYfd5VF0fTE1K0MQef/4N69e3JTVYgMsLe3x0yjodvqNTnSnplGg729fabO0Wq1GBm9W/lpZGSU6fZyEym6hXiDEydOkJKSQrFqMp87O1jYmdOgz8fU712Le76BHN98hrO/X+Te1/cwsjLCppYNjq0cMTB9dW9R5KFIatetTdmyZXM4uRAir/Pw8KBFi5Yc+P1nmrTr9dbRTBFhTzi699miaEEBtzE0VmOUvyiOH3dD41o6h1J/OExcSoFKxaFDh6ToFiIDXF1d8bt+ndDQ0Bxpz97eHtdM7gceEhKSNpx8zZo1bzzW3d0dnU732ufLlSv3xudzGym6hXiDQ4cOYW1vRYEiskBXdlKpVBQu70bh8m58+mVLzu26xLGNpwn43wPC9oVh4mqCY1tHLEv//3ZgCUEJRN+IZshXQxRMLoTIywYOHECzZs24fe0iRUtWeOn51JQULp4+xIE/NnDu+H50Oi2GlvZY1+6BVeU2sihaNjI0tUDj5MmhQ4fo06eP0nGEyBNcXV0zXQjnhPDwcE6cOMHhw4cZNGiQ0nEUIUW3EG9w6NBfMp87h5lamFKrU1VqdapK0PVHHN9yhpO/niNgfgBGFkZYVrIkf/v8hB8Ox87ejrZt2yodWQiRRzVu3BhXVzf27fg5XdH9MPAOf+3azIFdG4kKf4qRiQaTItWwqdMDtZ2zgok/LEYFP+LIsb+VjiGEyKI+ffpw9uxZRo8eTevWrZWOowgpuoV4jZiYGM6dO88nU1oqHeWD5VyiAB2ntKbd583w3XuVY5tOc/PwXSKPRaJDx9jRY1GrpadJCPFuDA0N6d+/HzNmzqLzgPH4njnMgd83cP3KWQwMDTG0K0S+Fr2wKFlP6agfJJOCxbl//g+ePHmCg4OD0nGEEO/ot99+UzqC4qToFuI1/v77b1JSUmR/7lzA2MSYyq3KU7lVeZ4EPGXr1zu5fOAa3bp1UzqaECKP6927N1OmTGFAmwrPFvkxs8ayQgtsPu6GgamF0vE+aOoCxQA4e/YszZo1UziNEEK8Oym6hXiN48ePY5XPkvyF5e56buLglo/k+GQ+rv0xpUvL4kVCiKxxdnamQsWKXLh0hfwdvsLUpaTSkcS/jGycUFtYc+bMGSm6hRB5mmwgKcRrXPS9iGspZ5nPncs8fRDO9RO36dNbFtYRQujH+HHj0CYlYGhmpXQU8QKVSoVR/mKcPHVK6ShCCJElUnQL8RoXfS/i7OWkdAzxH6e2n0NjpqFDhw5KRxFCvCdatGiBpZU1MVf/UjqK+A9jp6KcPn0mT20NJIQQ/yVFtxCv8PTpUx4+eEihjwoqHUW8QKfTceY3Xz795FMsLGSupRBCP0xNTenapTOJfofR6bRKxxEvMClYnMiIcO7cuaN0FCGEeGcyp1uIV7h06RIAhbwKKJxEvOjhjWAe+z+hY8eOSkcRQrxnevTowfLly0kIuIzGvZzSccS/1AWKAnDmzBmKFCmicBohcrfAwEBCQ0NzpC17e/tcuSd4biVFtxCvcOnSJdSmavJ7yCJqucnFvVextLKkfv36SkcRQrxnqlWrhnthT0L9jkrRnYsYaqzQ2Dtz5swZunTponQcIXKtwMBASpTwIj4+Lkfa02jMuH7dTwrvDJKiW4hX8PX1xbm4EwaGMgMjN7m09xqtWraSvbmFEHqnUqno0K4t3/2wCp1Oi0olv/9zCwPHIpw6fUbpGELkaqGhocTHx9Gz/gScbLK3EA6OCGTtX7MIDQ3NVNHdq1cv1q5dC4CRkREuLi60a9eOr776CnNzcwC2bdvG999/z8WLF0lNTaVw4cJ06NCBzz77DDs7u7RrxcfHU7BgQVQqFUFBQWg0mnRtubu7ExAQADybQuTm5kbfvn0ZM2aMIoskS9EtxCtc9L2I80eyiFpuEuIfyn2/INp93U7pKEKI91SLFi2YN28eScF3MPl3WLNQnrGDB1cvbEOn08mOIkK8hZONKy4OxZSO8VpNmjRh9erVJCcnc+zYMfr160dsbCzLli1j0qRJzJkzh5EjRzJz5kwKFizIrVu3WL58OT///DPDhw9Pu862bdsoVaoUOp2O7du307Vr15famjZtGv379ychIYEDBw4wePBgrKysGDhwYE6+ZECKbiFekpSUxHW/67Rv31zpKOIFvnuvYqoxxdvbW+koQoj3VI0aNbC0sib+zhkpunMRYwc3IqKjefDgAS4uLkrHEUJkgYmJCU5Ozzq2unTpwqFDh9ixYwe9e/dm5syZLFq0KF1x7e7uTqNGjYiIiEh3nZUrV9KtWzd0Oh0rV658ZdFtaWmZ1la/fv1YtmwZ+/btU6TolrFTuYi7uzsqlUq+MvDl7u6ebT8HPz8/kpOTZeXyXObS3ms0adIkbfiREELom7GxMU2bNCHp3jmlo4gXqO3dALh69arCSYQQ+qbRaEhOTmbDhg1YWFgwZMiQVx5nY2OT9u937tzh5MmTfPrpp3z66aecOHGCu3fvvrYNnU7H4cOH8fPzw9jYWN8vIUOk6M5FAgIC0Ol08pWBr+dzNLJD2srlJWR4eW4RHhzJnYv+tGsrQ8uFENmrZcsWxD+8RUpMmNJRxL8MrRwwMjGToluI98yZM2fYuHEjDRo04NatWxQuXDhDRfGqVato2rQptra22NnZ0aRJE1atWvXScePHj8fCwgITExPq1auHTqdj2LBh2fFS3kqKbiH+w9fXF0dXB0wtTJWOIv51ad8/GBkZ0aJFC6WjCCHec02aNMHAwID4O9LbnVuoVCrUDm5SdAvxHti1axcWFhaYmppSvXp1ateuzffff5/hNRtSU1NZu3Yt3bp1S3usW7durF27ltTU1HTHjh07Fl9fX44cOUK9evWYNGkSNWrU0PtrygiZ0y3Ef/he8sX5o/xKxxAvuHLQjzp16mBra6t0FCHEe87e3p4qVatx5e5ZLMs2VjqO+JeBnQu+l68oHUMIkUX16tVj2bJlGBsbU7BgwbSe7WLFinH8+HGSk5Pf2Nu9d+9egoKC6NixY7rHU1NT2bdvH02bNk17zN7eniJFilCkSBG2bdtGkSJFqFatGg0bNsyeF/cG0tMtxAt0Oh2XLvlSyKuA0lHEv1KTU7lzzp/GjeXDrxAiZ7Ru1ZLEAF90KUlKRxH/MnZw47qf30s9WUKIvMXc3JwiRYrg5uaWrrju0qULMTExLF269JXnPV9IbeXKlXTq1AlfX990X127dmXlypWvbdfW1pahQ4cyZswYdDqdXl9TRkhPtxAvCAoKIuxpOIW8ZBG13CLgygMS4hKpW7eu0lGEEB+I5s2bM2HCBBICr6ApXFHpOAIwtncjKTGBu3fvUrSorCwvxOsERwTmyTaqVq3KuHHjGD16NEFBQbRt25aCBQty+/Ztli9fTq1atejSpQs7d+7kjz/+oFSpUunO79mzJ82bN+fJkyc4ODi8sg0fHx/mzJnDtm3b6NChg95fw5tI0Z2LvW1eQ8+ePVmzZg0Ahw4dYv78+Zw+fZro6GicnZ2pVKkSPj4+uLq64uHh8cZrTZkyhalTp770eExMDJ9//jk7duzg6dOnuLu7M2zYMAYPHvzG623bto0vv/ySO3fu4OnpyYwZM2jbtm3a8xs2bODzzz8nNjaWvn378s0336Q95+//rFfz3LlzWFlZvbEdfbt8+TKAFN25yM1Td7CwtKBChQpKRxFCfCBKlSpFwUIuRN89J0V3LqF2eLaC+ZUrV6ToFuIV7O3t0WjMWPvXrBxpT6Mxw97eXq/XnDNnDhUrVmTJkiUsX74crVaLp6cnHTp0oGfPnqxcuRJzc3MaNGjw0rn16tXD0tKSn3/+mVGjRr3y+g4ODnTv3p2pU6fSrl07DAxybtC3FN252KNHj9L+fcuWLUyePJkbN26kPabRaABYunQpn332Gd27d2fLli14eHjw6NEjzp49y8iRIzlz5ky6a82bN489e/Zw4MCBtMcsLCxemWHkyJEcOnSI9evX4+7uzr59+xgyZAgFCxakdevWrzzn5MmTdOzYkenTp9O2bVt+++03Pv30U44fP07VqlUJDQ2lX79+rFmzhsKFC9O8eXPq1q1L8+bP9sUePHgws2fPzvGCG+DWrVuoTY2xLWid422LV7t56i4ff/wxRkby60oIkTNUKhWtW7Zg9S9/KB1F/MvAzAZjjSW3bt1SOooQuZKrqyvXr/sRGhqaI+3Z29vj6uqaqXOedxa+yfNtwF5l9OjRjB49+pXPGRkZ8fTp07Tv/f39X3ncjz/++NYM2UE+xeZizzdzB7C2tkalUqV7DCAwMJARI0YwYsQIFixYkPa4h4cHNWrUYNiwYS+dZ2FhgZGR0UvXepWTJ0/Ss2fPtKG9AwYM4IcffuDcuXOvLboXLVpEo0aNmDBhAgATJkzgyJEjLFq0iE2bNnH37l2sra3TFkCoV68e165do3nz5mzcuBG1Wk27dspsDXX37l0cXOxz9M6XeL2UpBTunAug11f9lI4ihPjA1K5dm2XLlpEaF4mhmdyIVZpKpcLY1umNe/EK8aFzdXXNdCEscoZUFnnctm3bSE5OZty4ca98PiNL779JrVq1+OOPPwgKCkKn03Ho0CFu3ryJt7f3a885efLkS4teeXt7c+LECQCKFi1KXFwcFy9eJCwsjLNnz1KmTBnCwsKYPHkyixcvzlLmrLh77y62heTDVW4RcOUBifGJ1KtXT+koQogPTJUqVQBIenRT4SQijaUDt+/cUTqFEEJkmhTdedzNmzexsrJK12u9bds2LCws0r6uXHn3LTa+++47PvroIwoVKoRaraZJkyYsXbqUWrVqvfac4OBg8udPv+VW/vz5CQ4OBp6tHrh27Vp69OhBlSpV6NGjB97e3owZM4ahQ4dy7949ypcvT6lSpfj111/fOfu7uHPnNvYudjnapni9m6fuYmllSbly5ZSOIoT4wHh4eGBrl4/Eh1J05xZG1k7cviM93UKIvEeGl78H/tub7e3tja+vL0FBQdStWzdL22t89913nDp1ij/++AM3NzeOHj3KkCFDKFCgwBv3uPtvpv9ueN+2bdt0C6sdPnyYK1eusHjxYooUKcKmTZtwcnKiSpUq1K5dG0dHx1e2c+vWLTZt2oSzszNubm64ubnh6uqKiYlJpl+rTqfj3j1/SrYtkulzRfaQ+dxCCKWoVCqqVq3C0RtSdOcWRjZOBF24T0pKivxdEELkKfIbK48rWrQokZGRBAcHp/V2W1hYUKRIkSz/QYqPj2fixIn89ttvaYuclSlTBl9fX+bNm/faotvJySmtV/u5kJCQl3q/n0tMTGTIkCGsX7+e27dvk5KSQp06dQAoVqwYp0+fpmXLlq88986dO/zwww88evQo3Z57Tk5OaUX4q75etUjb48ePSYhPwN5VerpzA22qlrvnA+gt87mFEAqpVrUqB48seOnGsVCGkXV+UlNSePDgAe7u7krHEUKIDJOiO4/r0KEDn3/+OXPmzGHhwoV6vXZycjLJyckvLSpmaGiIVqt97XnVq1dn//79jBw5Mu2xffv2UaNGjVceP336dJo2bUqFChW4ePEiKSkp6TK8qae+SZMmBAUFkZiYyIMHDwgICHjp69y5c9y/f5/k5OS082xsbNIK8OLFi/Pll1+mLc5i75LvzW+MyBEh/qEkxidSqVIlpaMIIT5QVatWJTkuipSIRxjbylaSSjOyeda5cPfuXSm6hRB5ihTdeZyrqyvz589n+PDhhIWF0atXLzw8PAgLC2P9+vXAsyL5XVhZWVGnTh3Gjh2LRqPBzc2NI0eOsG7dunQrpffo0QNnZ2dmzXq2L+Dw4cOpXbs2c+bMoXXr1vz+++8cOHCA48ePv9TGP//8w5YtW/D19QWgRIkSGBgYsHLlSpycnLh+/TqVK1d+a1YTExM8PT3x9PR85fOpqakEBwe/sig/ceIEkZGRaVsL5Ctkm8l3SmSH+9ceAlC2bFmFkwghPlTP//4kPbopRXcuYGTtCCoV9+7dUzqKEEJkihTd74GhQ4fi5eXFggUL6NChA1FRUeTLl4/q1auzZ88eSpcu/c7X3rx5MxMmTKBr166EhYXh5ubGjBkzGDRoUNoxgYGB6XrDa9SowebNm/niiy/48ssv8fT0ZMuWLVStWjXdtXU6HQMGDGDhwoWYm5sDz/YeX7NmDT4+PiQmJrJ48WKcnZ3fOf9zhoaGODs74+zs/Noe9/v372NmZYbG0jTL7Ymse+D3iIKFCmJnJ8P9hRDKyJcvH24enoQ9vIH5R3WVjvPBUxkaY2rtINuGCSHyHJXuxYmwQlEqlQr5cWRMdrxXQ4cOZce+7Xyxd4ReryvezeJeq3Cz9GTXzl1KRxFCfMC6du3KjqMXcej6jdJRBPBk8wRaVS/Jpk2blI4ihCISEhK4d+8eHh4emJqm7ygKDAwkNDQ0R3LY29vLnuC8+efxIunpFuJfDx48wNrJUukY4l9B14Np3a+90jGEEB+4KlWqsPmXX9GlJqMyNFY6jjCzI+jhI6VTCJHrBAYG4uXlRVxcXI60Z2Zmhp+fnxTeGSRFtxD/CrwfiE0Ra6VjCCAqNIbwxxGyP7cQQnFVq1ZFm5JEUsg9TAoUUzrOB8/Q3IaHj/yUjiFErhMaGkpcXByTR87BvVDhbG3L/8Fdpi0cT2hoaKaK7l69erF27VoGDhzI8uXL0z03ZMgQli1bRs+ePVmzZk2mjn0uODiYGTNmsHv3boKCgnB0dKRcuXKMGDGCBg0aZOk1Z5UU3UL860HQA6p8LIt25QYP/GQRNSFE7vB8XZTkp/el6M4FDM1teXIrJFuu7e7uTkBAQLZcW7yem5tb2mK2IuvcCxWmuOdHSsd4LRcXFzZv3szChQvRaDTAsyHamzZteqmAz8yx/v7+1KxZExsbG+bOnUuZMmVITk5m7969+Pj4cP369Zx5ga8hRbcQQFJSEk8eP8HWSXq6c4MHfo8wMzd77Wr0QgiRU8zNzcnn4EhKxGOlowieFd0RkREkJiZiYmKi12sHBATI2joKUKlUSkcQOahChQrcvXuX7du307VrVwC2b9+Oi4sLhQsXfudjhwwZgkql4syZM2kLNAOULFmSPn36ZPOrejuDtx8ixPvv4cOH6HQ6bKTozhWC/B5RulSpl/aIF0IIJRQuXJiUyGClYwieDS8HCAnJnt5uIUT26927N6tXr077ftWqVa8tjDNybFhYGHv27MHHxyddwf2cjY2NfoJngXyiFYJnc0AArB1kIbXcIDQgjBIlvJSOIYQQABQr4okuSnq6cwNDc1vg//9uCyHynu7du3P8+HH8/f0JCAjg77//plu3bu987O3bt9HpdJQoUSIn4r8TGV6ei7i5uckQmwxyc3PT6/WioqIA0Fhp9Hpd8W6ePgincJvsXQRECCEyqnDhwqTu2qt0DAEY/NvT/fix3AQRIq+yt7enefPmrF27Fp1OR/PmzbG3t3/nY59PC8nNdZQU3bmILCKhnMjISAA0Vq/fX0/kjMS4JCKeROLh4aF0FCGEAMDDw4PEyFB0KUmojNRKx/mgGZpZg0olPd1C5HF9+vThs88+A2DJkiVZOrZo0aKoVCr8/Pxo06aN3rPqgwwvF4L/L7pNzfW7KIvIvND7YQAvLZAhhBBKef77KCVSeleVpjIwRG1hk2M93b169UKlUjFo0KCXnnu+cFOvXr3SHgsJCWHgwIG4urpiYmKCk5MT3t7enDx5Mu0Yd3d3VCpVuq9ChQoxderUlx7/79frOmiGDx9OxYoVMTExee12m1euXKFOnTpoNBqcnZ2ZNm3aWxeOCw8Pp3v37lhbW2NtbU337t2JiIhIez4sLIyWLVtiYWFBhQoVuHTp0kvv0fz589/YhvgwNWnShKSkJJKSkvD29s7SsXZ2dnh7e7NkyRJiY2Nfev7F/2aVIj3dQvBseLmpuSkGhnIfSmlPHzwrut3d3ZUNIoQQ/0oruiOCMc7nonAaYWRmk6MLqWVm26L27duTnJzM2rVrKVy4MI8fP+bgwYOEhYWlO27atGn0798/7XtDQ0M0Gk264r5y5coMGDAg3XEODg6vzKjT6ejTpw+nT5/m8uXLLz0fFRVFo0aNqFevHmfPnuXmzZv06tULc3NzRo8e/drX3qVLFx48eMCePXsAGDBgAN27d2fnzp0AzJgxg+joaC5cuMCyZcvo168fZ8+eBeDkyZOcOXOG77///rXXF/rn/+BunmjD0NAQPz+/tH/P6rFLly6lRo0aVKlShWnTplGmTBlSUlLYv38/y5YtSztfKVJ0C8Gznm4zS5nPnRtEBEdiZGSEk5OT0lGEEAKAggULYmysJjkiGPlLkQuozdJGqOWEjG5bFBERwfHjxzl8+DB16tQBnq1BU6VKlZeuaWlp+cq/cxYWFmn/bmho+Nrj/uu7774D4MmTJ68sujds2EBCQgJr1qzBxMSEUqVKcfPmTRYsWMCoUaNeORfWz8+PPXv2cOrUKapWrQrATz/9RPXq1blx4wbFixfHz8+PTp06UaxYMQYMGMCPP/4IQHJyMoMHD2bFihVvLaiEftjb22NmZsa0heNzpD0zM7PXzsPOKCsrK70d6+HhwYULF5gxYwajR4/m0aNHODg4ULFiRZYtW5alnPogRbcQPLsDrLGU+dy5QfijSJwKOskfaSFErmFoaIiziwtPZXh5rqBTa3J8uOjzbYueF93Pty06fPhw2jEWFhZYWFiwY8cOqlWrpvd9xLPi5MmT1KlTJ10mb29vJkyYgL+//yvXUTl58iTW1tZpBTdAtWrVsLa25sSJExQvXpyyZcvy119/0a9fP/bu3UuZMmUAmDNnDnXr1qVSpUrZ/+IEAK6urvj5+REaGpoj7dnb27800uNt1qxZ88bnd+zY8U7HPlegQAEWL17M4sWLM5UrJ0jRLQTPerpNLXLPH8cPWfijSAo5F1I6hhBCpFO0iCch92TxrtxApTYnLDzircelpqYSHR1NdHQ0UVFRL/0zNjaWli1bZmhHlO7du6cVqCqVir///pvNmzenK7qNjIxYs2YN/fv3Z/ny5VSoUIE6derQqVOntGL0ufHjx/PFF1+kfT9z5kyGDRuW4fcgs4KDg1+atpU/f/60515VdAcHB+Po6PjS446OjmkL2X3++ecMHjwYT09P3N3dWblyJbdu3WLdunWcPHmSQYMGsW/fPipVqsRPP/2EtbW1/l+cSOPq6prpQljkDCm6heBZ0W1iISvS5gYRwVGUcSmvdAwhhEinsIcHf185oHQMARiYmBEe8QiATZs2sWnTplcW1nFxcW+8jqmpKTY2NhkqujO6xVH79u1p3rw5x44d4+TJk+zZs4e5c+eyYsWKdAuujR07Nt33WR2mmxH/HUKekW2WXvWcTqdLe9za2pqNGzeme75+/fp88803bNiwgbt373Ljxg369+/PtGnTZFE18cGSolsI/u3pluHluUJceByOFV6+sy6EEEqyt7dHmxCjdAwBGJiYExkcAUBcXBw6nY6CBQtSvHhxrKyssLS0TPvni//+4j8tLCwwNjbOVLsZ3eLI1NSURo0a0ahRIyZPnky/fv2YMmXKS0V2kSJFMv3a35WTk9NL26w9X4zueY/3q8551SrxT548ee05q1atwsbGhtatW9OuXTvatGmDsbExn3zyCZMnT87iqxAi75KiWwggIjICjacU3blBfHSCDD8TQuQ6tra2pMRHKx1DACpjk7Re7L59+9K3b98caff5tkXAW7c4etFHH330yvmnOal69epMnDiRpKQk1OpnI/v27dtHwYIFX7tbSPXq1YmMjOTMmTNpi8GdPn2ayMhIatSo8dLxT548Yfr06Rw/fhx4Nrw/OTkZeLawWmpqaja8MiHyBtkfSQggMjICjczpzhXiouMztZqlEELkBFtbW1IS4tBppXBQmoFaQ1zcy3vxZrfn2xb5+fm9crHPp0+fUr9+fdavX8/ly5e5d+8eW7duZe7cubRu3Tpbs92+fRtfX1+Cg4OJj4/H19cXX1/ftJsEXbp0wcTEhF69enH16lV+++03Zs6cmW7l8jNnzlCiRAmCgoIA8PLyokmTJvTv359Tp05x6tQp+vfvT4sWLShevPhLGYYPH87o0aNxdnYGoGbNmvz888/4+fnx448/UrNmzWx9D4TIzaSnWwggKjoajZX0dCtNp9NJT7cQIleytbUFQJsQg6GZ/I5SksrYlIS4OLRaLQYGOdt/9KabwhYWFlStWpWFCxdy584dkpOTcXFxoX///kycODFbc/Xr148jR46kfV++/LO1Ue7du4e7uzvW1tbs378fHx8fKlWqhK2tLaNGjWLUqFFp58TFxXHjxo203ml4ttXYsGHDaNy4MQCtWrV65crQe/fu5c6dO6xfvz7tsc8++4xz585RtWpVqlSpwpQpU/T+uoXIK1S656soCPEB05hpaDm2MQ1611I6ygctITaREaW+ZNOmTXTq1EnpOEIIkebQoUPUr1+fggN+xNi2oNJxPmix1w4TunMeMTExmJub6+26KpUK+Vic8+R9z5yEhATu3buHh4cHpqbSYaS0jP48ZHi5+OAlJyeTEJ8gw8tzgfjoBODNPQlCCKEEGxsbALQJOT+sWaSnMnw2JzkhIUHhJEIIkTEyvFx88KKjny2MY2ohdwuV9rzoluHlQojc5nmPqi4lUeEkgn+HlMvCXEKkFxgYSGhoaI60ZW9vL3uCZ4IU3eKDl5KSAoCBoQz8UFqCFN1CiFzKzMwMAF2yFN2KM3i2iJkU3UL8v8DAQEqUKE58fM6MANFoTLl+/YYU3hkkRbf44P3/Iiwyn0hpMrxcCJFbSdGde6hU0tMtxH+FhoYSH59Al6rlcLSyyNa2QqJi2Hjal9DQ0EwX3cHBwcyYMYPdu3cTFBSEo6Mj5cqVY8SIETRo0AB3d3cCAgI4efIk1apVSztvxIgR+Pr6cvjwYQCmTp3KV199BTz7LF+wYEG8vb2ZNWsWDg4Oenut+iJFt/jgPd8qQ6eVoltpSfHPtjbR58I4QgihD8+Lbq0ML1fev0X385FqQoj/52hlQSHb3Dli0N/fn5o1a2JjY8PcuXMpU6YMycnJ7N27Fx8fH65fvw6Aqakp48ePT7ci/6uULFmSAwcOkJqaysWLF+nbty9BQUH8+eefOfFyMkWKbvHBe97TLQtn5gLPb4DID0MIkcuYmJg8W2VZeroVp8qm4eVubm5pN+JFznFzc1M6gsghQ4YMQaVScebMmXQdLCVLlqRPnz5p3w8cOJBly5bxv//9j2bNmr32ekZGRjg5OQHg7OzMsGHDmDx5MvHx8Wg0mux7Ie9Aim7xwZOe7txDJUW3ECKXUqlUGBoZgVZ6VxWXTQup+fv76/V6Qoj/FxYWxp49e5gxY8YrRzQ+3yECwN3dnUGDBjFhwgSaNGnywlTQN9NoNGi12lw5CkZWjhIfvP/v6ZZCT2nPOxi0Wq2yQYQQ4j+0Wi0pyclgaKx0FKGShdSEyGtu376NTqejRIkSGTr+iy++4N69e2zYsCFDx1+/fp1ly5ZRpUoVLC0tsxI1W0jRLT540ruae6gM5GchhMidkpKerTmhkqJbcSoDmdMtRF7z/LNdRqdwODg4MGbMGCZPnpz2+/e/rly5goWFBRqNho8++ggXF5cMF+k5TYpu8cFLG7IihZ7inhfd0tMthMhtpOjORWT1ciHynKJFi6JSqfDz88vwOaNGjSI+Pp6lS5e+8vnixYvj6+vLtWvXiI+P56+//qJIkSL6iqxXUnSLD97zO25amdOtOBl1IITIrRITny2gpjKU5XAUp31WbBsZyc9CiLzCzs4Ob29vlixZQmxs7EvPR0REvPSYhYUFX375JTNmzCAqKuql59VqNUWKFMHDwwMTE5PsiK038ttKfPD+v6db2RzixRsg0tMthMhd/r/olp5upelSkwFy/YdsIZQQEhWTa9tYunQpNWrUoEqVKkybNo0yZcqQkpLC/v37WbZs2St7wQcMGMDChQvZtGkTVatWzWp0xUjRLT54snp57iE93UKI3CptTqGRFN1K06U+m8stRbcQ/8/e3h6NxpSNp31zpD2NxhR7e/tMnePh4cGFCxeYMWMGo0eP5tGjRzg4OFCxYkWWLVv2ynOMjY2ZPn06Xbp00UdsxUjRLT54aauXS1e34gwMnxXdMk9PCJHbSE937vG8p1utViucRIjcw9XVlevXbxAaGpoj7dnb2+Pq6prp8woUKMDixYtZvHjxK59/1dZ9nTt3pnPnzukemzp1KlOnTs10+0qRolt88KSnO/cwtTAFeOW8HSGEUJLM6c49ZHi5EK/m6ur6ToWwyH6ykJr44P3/kGaFgwjMbcwACAsLUziJEEKkJz3duYgU3UKIPEaKbvHBSxteLot3Kc7MWgNI0S2EyH1ky7Dc4/mcbhleLoTIK6ToFh88lUqFoaEhqSlSdCtNY2mKSqUiPDxc6ShCCJFOWk+3LKSmOF1qMgYGBrJlmBAiz5CiWwjA2taauMh4pWN88AwMDTCz0khPtxAi1wkJCQHAwNRS4SRCl5KMsVqGlgsh8g4puoUAbG1siYuMUzqGACxszKXoFkLkOkFBQRiZmmFgYqZ0lA+eLjVJ5nMLIfIUKbqFAOzs7IiVnu5cwcxaI8PLhRC5TlBQEMZWmduTVmQPbUIsVtY2SscQQogMk6JbCCBfvnzERkhPd26gsTKVnm4hRK4TFBSEysxO6RgC0CbEYGtjo3QMIYTIMFmBQgjAztaOe3duKR1DAGY2Gp6GPVU6hhBCpBNw/wEqCym6cwNtQgz5nGyVjiFErhMYGEhoaGiOtGVvby97gmeCFN1C8Gx4edyFBKVjCMDKwZIHJx4oHUMIIdJ58CAIQ5dqSscQAImx5MvnoXQKIXKVwMBAvEqUIC4+Z6ZLmmk0+F2/LoV3BknRLQT/zumW4eW5gp2zDScCz6HT6VCpVErHEUIItFotIY8fYf1RPqWjCICkWGxtpadbiBeFhoYSFx/P5H49cSvglK1tBTwKZtqKtYSGhma66A4ODmbGjBns3r2boKAgHB0dKVeuHCNGjKBBgwa4u7sTEBDApk2b6NSpU7pzS5YsybVr11i9ejW9evVKe/zixYvMnDmTo0ePEhkZiaurK3Xq1GHs2LEUK1YMgG3btjF37lyuX7+OVqvF1dWVJk2aMH/+/JcyNm7cmIMHD/L3339TrZp+brZK0S0EzxdSk6I7N8jnbEtCfAKhoaE4ODgoHUcIIXjy5AmpKSkYWkjRnRvoEqXoFuJ13Ao4UdzNRekYr+Tv70/NmjWxsbFh7ty5lClThuTkZPbu3YuPjw/Xr18HwMXFhdWrV6cruk+dOkVwcDDm5ubprrlr1y7at2+Pt7c3GzZswNPTk5CQELZu3cqXX37Jli1bOHDgAJ06dWLmzJm0atUKlUrFtWvXOHjw4EsZAwMDOXnyJJ999hkrV66UolsIfbK1tSUxPpHkxGSMTYyVjvNBsy1oAzz7xSxFtxAiN3j48CEAhjKnO1dITYjBRhZSEyLPGTJkCCqVijNnzqQrnkuWLEmfPn3Svu/atSsLFy7k/v37uLg8u4GwatUqunbtyrp169KOi4uLo3fv3jRr1ozffvst7XEPDw+qVq1KREQE8Kwwr1WrFmPHjk07plixYrRp0+aljKtXr6ZFixYMHjyYKlWqsGjRopcK/XchRbcQPOvpBoiLjMfaUYru7BYXncC9CwEEXH5A0M1HPAkII/JxJEmRCSQlJmMAXLhwgcqVKysdVQghCAoKAsDQUnq6labT6UiOi5aebiHymLCwMPbs2cOMGTNeWcS+eCMtf/78eHt7s3btWr744gvi4uLYsmULR44cSVd07927l9DQUMaNG/fKNp9f08nJiY0bN3L16lVKlSr12ow6nY7Vq1ezZMkSSpQoQbFixfjll1/o3bv3u73oF0jRLQT/X3THRsRh7WilcJq8T6vVEnz7CXcv+HP/2kMe33lC2MNwYp/GkhyXRFKqNu1YA8DJ2JiPjNW4mppTyMqY5WFhsm2YECLXCAoKQqUywNBcCj2l6ZLi0WlTpegWIo+5ffs2Op2OEiVKZOj4Pn36MHr0aCZNmsSvv/6Kp6cn5cqVS3fMrVvPdh562zWHDh3KsWPHKF26NG5ublSrVo3GjRvTtWtXTExM0o47cOAAcXFxeHt7A9CtWzdWrlwpRbcQ+vL8j3dcZM6s+Pg+iIuK4875APwv3+fRjcc8CQwjMiSK5MgEEpOS0b5wrJWBAYXUaioZG1PI2hwXY2MKqY0pZKwmv5ERRv9ZMG1vXFzaL1IhhFCav78/Jtb2qAwMlY7ywUuNiwSebVckhMg7dDodQIYXyW3evDkDBw7k6NGjrFq1Kt3w8/9e823Mzc3ZvXs3d+7c4dChQ5w6dYrRo0fz7bffcvLkSczMzABYuXIlHTt2xMjoWYncuXNnxo4dy40bNyhevHiG2nodKbqFIH1Pt3hGq9Xy8MZj7l7w58G1Rzy+F8LTh5HEP40lKS6JZO3/l9VGPOutLq1W42pmTiFrY1yM1RQyNqaQsTEWhpn7oOpmYMjNfxfTEEIIpV309cUgn2yLkxukxjwFwNnZWeEkQojMKFq0KCqVCj8/v1fOpf4vIyMjunfvzpQpUzh9+nS6OdvPPV+Z/Pr161SvXv2t1/T09MTT05N+/foxadIkihUrxpYtW+jduzdhYWHs2LGD5ORkli1blnZOamoqq1atYs6cORl/sa96PVk6W4j3xPOe7tgPrKc7JiyGOxcCCbh8n4c3HxN6P4yokCiSohJISkpJ11ttbWiIi7EaN2M1LrbmFDL+/8La0cgIQz1u7+WmNubszZt6u54QQmTFhYu+GBWurXQMAaRGS9EtRF5kZ2eHt7c3S5YsYdiwYS/N646IiHhpgcQ+ffowb948Onbs+MopJY0bN8be3p65c+e+sih/1TWfc3d3x8zMjNjYWAA2bNhAoUKF2LFjR7rjDh48yKxZs5gxY0ZaD/i7kKJbCECtVmNuYU7ce9bTnZKSwsPrwdy9GMiDaw95fO8J4Q8jiQuLJTk++aXe6oJqNWWNjXExs8DF+llB7aI2xtlYjbmBQY7ldlOrCXn0iMjISKytrXOsXSGE+K+QkBCePA7GvqqH0lEEz3q6zczNsbKS9VeEeJWAR8G5to2lS5dSo0YNqlSpwrRp0yhTpgwpKSns37+fZcuW4efnl+54Ly8vQkND04Z//5e5uTkrVqzgk08+oVWrVgwbNowiRYoQGhrKL7/8QmBgIJs3b2bq1KnExcXRrFkz3NzciIiI4LvvviM5OZlGjRoBz4aWd+jQ4aWF1tzc3Bg/fjy7d++mdevW7/S6QYpuIdI4OTkRERypdIxMiwqN4c55fwIu3+fR7RBCA8OIehJFcnTiS73VtoaGuKrVuBmb4GxrkdZT7WJsjIOREQZ67K3OimLqZ4taXLp0idq1pXdJCKGcS5cuAaDOX1jhJAIgJfopTgUKKh1DiFzH3t4eM42GaSvW5kh7ZhpNptdW8PDw4MKFC8yYMYPRo0fz6NEjHBwcqFixYroh3S/Kl+/Nu0a0bt2aEydOMGvWLLp06UJUVBQuLi7Ur1+fr7/+GoA6deqwZMkSevTowePHj7G1taV8+fLs27eP4sWLc/78eS5dusRPP/300vUtLS1p3LgxK1eulKJbCH1wd3PnaVCI0jFekpKSwoN/HnLvYiD3/R4Rcu8J4Y8iiQ+PIzk+iWTt/y8ioVapKGhsTEVjNS7mlhSy+f8h4M7GxmhysLc6KzxNTDA1NOTs2bNSdAshFHXp0iUM1aYY2TgpHUUAqTFhuBYqpHQMIXIdV1dX/K5fJzQ0NEfas7e3x9U182tdFChQgMWLF7N48eJXPu/v7//G85/vvf2iSpUqsW3btteeU69ePerVq/fa5ytWrPjGRdn++OOPN2bKCCm6hfiXu7s7d88qs2J2xONI7pwPIPDqAx7dCiH0fhjRT6JJjk4gMTmVF38N5DM0wlVtjJuxCYVsLdOGgBcyVmNvaJjhVSFzMyOVio80Gs6ePat0FCHEB+7SpUuYOHrIyuW5RexTXFwqKp1CiFzJ1dX1nQphkf2k6BbiX25ubjzdEZ4t105JSiHgygPu+QYSdD34WW91cCQJ4XEkxSeT8sLdNROVCmdjNSXUxrhYWFHohSHgBY2NMc0jvdVZVcrYmGMnTyodQwjxgTt3/iIG9m5KxxD/0saGySJqQog8R4puIf7l7u5O1NNokuKTUGvUmT4//GE4t88HEHgliEe3H/P0Qfiz3uqYRJJS/r+3WgXkMzLCw1iNq7EGl3xW6VYCt3tPequzqpSpKesCA3n69Olb5/MIIUR2SEhI4NatG1jXr6N0FMGzPXmTop5K0S2EyHOk6BbiX25uz3oywh5G4OTp+NLzSQlJBFx+gL9vIA+uBxPiH0pEcCSJEfEkJaTvrTZVqSikVvORsTEulta4GBtTSP2ssC5oZIT6A+mtzopSphoAzp07h7e3t8JphBAfomvXrpGakoLaUVYuzw20cZFoU5Kl6BZC5DlSdAvxr+dF999bzqDV6gi+E8LTB+HEhMa8srfawcgIT7UaN7WGQuZW6VYCt5He6ixzMzbGytiYs2fPStEthFDEpUuXQKXC2MFd6SgCSIl4BDxbAVkIIfISKbqF+JezszMmRobs/+koABqVChe1mtLGalwsrdN6qgsZG1PA2Bi1FNXZSqVSUdLEhLNnzigdRQjxgfL19UWTryAGao3SUQSQHP4QgCJFiiicRAghMkeKbiH+ZWRkhFN+J8pERzPBMT/WBgbSW62wUmoTdp46pXQMIcQH6q/DRzBwKq50DPGvlLCHOOYvgIWFhdJRhBAiU2RiqRAv8CpZkhitToaH5xKlTU0JfvKEoKAgpaMIIT4wYWFh/HPlMqauZZSOIv6VHP6QYsWKKh1DCCEyTXq6hXhB0eLF+d/xv5WOIf5VRmMKwN9//82nn36qcBohxIfkyJEj6HQ6Kbpzk6hgStSSleSFeJ3AwEBCQ0NzpC17e3vZEzwTpOgW4gXFihXjh4R4UnU6DKWnW3GORsZ4mpmxf/9+KbqFEDnq0KFDmNoVwMj65d0sRM7T6XQkhQVRtKj0dAvxKoGBgXiV8CIuPi5H2jPTmOF33U8K7wySoluIFxQtWpQkrZbglGScjTO/V7fQv+pqE/b9+Sc6nU6G/Ashcsyfe/fJfO5cRBsXQUpCnBTdQrxGaGgocfFxfNfiC4rkc8vWtm4/DWDYrq8JDQ3NcNF9+PBh6tWr99rn69aty+rVq/Hw8ODixYuUK1cu7bm1a9eyZMkS/vnnHwwMDChfvjzjxo2jRYsWL12/ZMmSXLp0CUNDw7TnbGxsWLRoEb169cr0a9UXKbqFeMHzP+YBSVJ05xY1zM1ZH/SA27dvy4ctIUSOCA4O5s7t2+i0N7h/5yzGDu6YlaiFRemGspK5QpLDnq3tIX8HhHizIvncKJ0LbxjWqFGDR48evfT4H3/8waBBgxgyZMgrzxszZgyLFy/m66+/pk2bNiQnJ7N+/Xpat27Nt99+y2effZbu+Dt37rBu3Tp69+6dLa/jXUnRLcQLXF1dMTYyIiApiRrm5krHEUBlMw1GBgbs379fPmwJIXLE/v370WlTsW3Qn8QH14j3v0jig38IP/gThhor1M4lMC/dEI1nFQwMZE3anJDy73Zhnp6eCicRQrwLtVqNk5NTusf8/PwYO3YsEydO5JNPPsHf3z/d86dOnWL+/Pl89913DB06NO3xGTNmkJCQwKhRo2jdujUuLi5pzw0dOpQpU6bQuXNnTE1Ns/U1ZYb8pRDiBUZGRni4uuKfnKR0FPEvcwNDypmZsffPP5WOIoT4QOzZswezgkWxqtQahzYTcBm2CaceC7Gp3R1jexfi75wldPvXPFjQjqAf+vF07xISH99VOvZ7LfnpA5wLuaLRyEgDId4HERERtGnThjp16jB9+vRXHrNp0yYsLCwYOHDgS8+NHj2a5ORktm3blu7xESNGkJKSwuLFi7Ml97uSnm4h/qNEyZLcPXRI6RjiBbVNNSw/cICEhIRcdddSCPH+SU1N5X9/7sGoRKO0x1QGhpgUKIpJgaJYV/sEbXICiQ+ukeDvS8K988T4/kmM75+ojE0xsi2IWdGqWJRripGFnYKv5P2SEupPhfJllY4hhNADrVZLly5dMDQ0ZP369a9ds+fmzZt4enqiVr885bNgwYJYW1tz8+bNdI+bmZkxZcoUJk6cSP/+/bG2ts6W15BZ0tMtxH9UrFSJf5KS0Ol0SkcR/6pjYUFcQgKHDx9WOooQ4j13/vx5IsLD0BSu8NpjDIxN0XhUwLZeHwr0WUKhz9Zj33IsZiU+RhsXQeTfmwha0pP733YiePNEon33ok2REVRZkfrEP93CSkKIvGvixImcPHmS33//HSsrq3e+zusW2e3bty/29vbMmTMnKzH1Snq6hfiPSpUqEZGUxIPkZFxecWdN5LwiajXOpqbs3r2bJk2aKB1HCPEe+/PPPzHWWGBSsESGzzE0t8H8ozqYf1QHnU5HSvhDEvwvEu/vS4K/L4kBlwnbvxRDM2tMCpXEonQjTNzLyXzwDEqNCScxOoyyZaWnW4i8bsuWLcybN4/du3e/da2eYsWKcfz4cZKSkl7q7X748CFRUVGvvIaRkRFff/01vXr1emmhNaXIb3sh/qNy5coAXE1IUDiJeE6lUlHH1JSdO3bICAQhRLbR6XRs2rwFtUdFVAaGbz/hFVQqFcZ2zlhWaIFjuy9wGbEFp27fYF2jE0bW+Ym78TchWyfzYEF7gn4cSNj+5SQ9va/nV/J+SQp5Nl9eerqFyNt8fX3p06cPs2fPxtvb+63Hd+rUiZiYGH744YeXnps3bx7Gxsa0b9/+led+8sknlCxZkq+++irLufVBerqF+A8HBwdcnZ25EhdP0ywMeRH6VcfCgo0PHnD58mXp7RBCZIsrV65w47ofDh0+1ds1VQaGmDh7YeLsBTU7o02KJ+H+1Wfzwe+eJ/rCLqIv7EKl1mBsVwhNsRpYlPXGyEz+/jyX9OQeZubmeHh4KB1FiFzv9tOAXNlGaGgobdq0oW7dunTr1o3g4OB0z7+4r/Zz1atXZ/jw4YwdO5akpKR0W4Z9++23LFq0KN3K5f+V0eI+J0jRLcQrVKlWjat79yodQ7ygmpk5dmo169evl6JbCJEtNm7ciLG5NRr38tnWhoFag5lnZcw8K0OD/qREPyUh4NKz4ej3LhB5dC2Rx9ZhYGqJ2qkI5iXrYeb1MQYGH+5HtqTH9yhTpqwMxxfiDezt7THTmDFs19c50p6Zxgx7e/sMH797924CAgIICAigQIECLz3v5ub2yrV7Fi1aRJkyZVi2bBlffvklKpWKChUqsGPHDlq2bPnGNuvXr0/9+vXZt29fhnNmF5VOxmoK8ZK5c+fy1aRJnC7sieFrVlQUOe/rx8EcNjEhMCjolXdEhRDiXWm1Wlzc3ImyL0U+bx9FMuh0OpJDA5/1gvtfJCHwMrqUJDAwxNDcFhOX0liUbYzGtbQi+ZQSstqH3h2as2TJEqWjCKG4hIQE7t27h4eHx0s7ugQGBhIaGpojOezt7XF1dc2RtnKzN/08XvTh3jYV4g0qV65MXEoKd5OSKGpionQc8a9WVtZsDAzg0KFDNGzYUOk4Qoj3yIkTJ3j44D75aytTcMOz+eBqBzfUDm5YVW6NLjWZxIc3/t2a7AJxfoeJu3YIlZEaQ+v8aApXwrJCc4xtnBTLnN20yYkkhD6QEU5CZICrq6sUwrmUFN1CvELFihVRqVRcTYiXojsXKW1qirtGw88//yxFtxBCrzZs2ICJjSMmhT5SOkoalaExpi6lMHUpBR93Q5sYS0LAZRICfIm/e57os78RffY3DNRmGDm4YV6sBhZlvDEwNVM6ut4khwai06ZK0S2EyNNkeLkQr1GiaFEqhIbyZf73twchL1oWGsqquFgeP3mCubm50nGEEO+BpKQkHPM7oSteH9u6vZWOk2EpUSEk+PsSf+8iCf4X0SbEgMoAA40lJgWKYV6qAZpiNfL0XOjoC7uIOryS6KioNw7dFOJDkdHhzCJnyPByIbKoSvXq+G7frnQM8R8trKz4/mkov//+O126dFE6jhDiPbB//34iI8Ip8FEdpaNkipGVIxZlGmNRpjE6nZbkEH/i/S/+u0f4ReLvnAUDIwwt7DB1L4tl2aaYFCymdOxMSQzyo3z5ClJcCCHyNCm6hXiNypUrs2XDBpJ0OtSymFqu4aJWU8HCgnVr10rRLYTQiw0bNqJxdMfYIe9uSaVSGaDOXxh1/sJYV22PLiWJhCC/Zwuy3b1A7OX9xF7ej8rYBCObAmg8q2BZvhlGVhlffVgJqY9u8HFv+V0vhMjbpOgW4jUqV65MklbLzcQESplqlI4jXtDS3JzpBw4QHByMk5MM/xdCvLvY2Fh+27ED08odUL1HN1hVRmo0bmXRuJWFOr1IjY96Nh/c35f4u+eIOvULUad+wcDEHGNHD8xK1MKiVEMM1LmnRzkl+ikJ4cHUqFFD6ShCCJElUnQL8RrlypXDyNCQq/FSdOc2TSytmPXkCZs3b2bEiBFKxxFC5GHbt28nIT4OO6/aSkfJVoYaK8xL1MK8RC0AkiOCn/WC37tIvL8vifevEn7gRwzNrFE7e2FRuiGmhSspOh888eF1AKpXr65YBiGE0AdZSE2INyhfpgweAYHMKFBA6SjiP4Y/esijQoW4fPXqe9U7JYTIWZUqV8HvaQoOn05XOopidNpUkh7fSduaLCHID7SpqAyNMbS0x9S9PJblmqLOn7PD78P+WoF18EXuB/rnaLtC5GaykFruIgupCaEHVapX5/Ddu0rHEK/Q0cqafteucfToUerUyVuLHwkhcoczZ85w/txZHNp9qXQURakMDDEpUAyTAsWwrv4p2uQEEu//8+/K6BeI8f0fMb7/Q2VsipGdM2ZFqmFRvilG5jbZmiv10Q0+/liGlguRUYGBgYSGhuZIW/b29rIneCZI0S3EG1SuXJkVP/1EnFaLWR7ecuV9VN3MjCJmZny7cKEU3UKId/Ldd99jYuuExrOS0lFyFQNjUzSFK6IpXBFb+pIaG05CwOVnK6PfPU/k3xuI/HsjBqbmqPMXweyjOph/VAcDI7XeMuhSkkh4dIsaNYbo7ZpCvM8CAwPx8vIiLi4uR9ozMzPDz89PCu8MkqJbiDeoXLkyWp2OawkJVDIzUzqOeIFKpaKrpSXTd+7E398fd3d3pSMJIfKQx48fs2XLFixqdUdlYKh0nFzN0NwW838La51OR0pY0L9bk/mSEHCJhABfwvYuxtDMGhOXUliUaYyJa5kszQdPDL6NNjVFFlETIoNCQ0OJi4tj1dhZlHDJ3qkg1+/fo883EwgNDc1U0d2rVy/Wrl3LrFmz+Pzzz9Me37FjB23btkWn03H48GHq1atHeHg4NjY22ZBeGVJ0C/EGpUqVwtbKilNxsVJ050ItrayZ//QpCxcu5Ntvv1U6jhAiD/nxxx/RGRhgUaaR0lHyFJVKhXG+QhjnK4RVxZbotKkkPrxJQoAvCffOE3f9OHF+R5/NB7d2RONREYvyzVDnK5SpdhIf/IOZuTllypTJplcixPuphIsH5Yt8pHSM1zI1NWXOnDkMHDgQW1tbpePkGBkvK8QbGBoaUr9hQ04mJiodRfzHkehoPg3wJy41lZ9++IHo6GilIwkh8oiEhAS+/e57NB/Vw1BjqXScPE1lYIhpIS9sanbGqds8XIZvxqH9ZCzKNUEFRJ//g0crBhG48BMerRtF5KlfSY1/++/rpMBL1K5dGyMj6R8S4n3SsGFDnJycmDVrltJRcpQU3UK8RaPGjbkcG0t0aqrSUT54Wq2WVU+f8vGd2wx+GESUWs2EJt6kpKby008/KR1PCJFH/Pzzzzx9GopV5bZKR3nvGJiYYVakCnYNB1Kw/w84D1lDvuYjMStSlZSIYCKOrOHB9124/11nHv8yhZh/DqPVpqS7hi4lmcQHfjRq2FChVyGEyC6GhobMnDmT77//ngcPHigdJ8fI7UMh3qJRo0ak6nScjoujoaX0iCghJjWVuU9C+F9MDHGpqZQsUIAF3o3oWLEiJsbGPIiIYOGC+QwdOhRjY2Ol4wohcjGtVsucb+ZhXrQaxnbOSsd57xlZ2mNRqgEWpRqg0+lIDg14Nhfc/yIJgVdIuHeep/9bhKG5DSauZbAs5w3aVFKTE6lfv77S8YUQ2aBt27aUK1eOKVOmsHLlSqXj5AgpuhXm7u5OQECA0jHyHDc3N/z9/XOkrcKFC+Ph6srJqCgpunNYQFIS0x4Hcy4xgeRULU1KfsTYRo2oV7xYur25xzRsyNrpX7N582a6d++uYGIhRG63a9cu7ty6iVO3b5SO8sFRqVSoHdxRO7hjVbkNutRkEoOup21NFvfPIeL++QsMjTC3sJD53EK8x+bMmUP9+vUZPXq00lFyhBTdCgsICECn0ykdI895seDKCY2bNmXvunU52uaH7HhsDHNDQribnIyRgQG9qldnZIP6eBUo8MrjSzkXpFnpUsydPZtu3brl+H8fQoi8QafTMWv2HMxcPsLE2UvpOB88laExpq6lMXUtjU3t7mgTYkgIvMzTP7+jQvkKWVr9XAiRu9WuXRtvb28mTpxIr169lI6T7eS3mRAZ0KhRI/zj4wlKTlY6yntLq9WyNuwpte/cZsCDB4QbGzO1RXMezJ7Jj926vrbgfu7zxo25eu0av/76aw4lFkLkNXv37uXUyRNYVP1E6SjiFQxMLTApVBJtYiy9e/dSOo4QIpvNnj2bnTt3cuLECaWjZDvp6RYiA+rXr4+BgQEnY2Pp8B7tGZgbxGq1zAt5zK7YWGJTUvBycmJu40Z0rlwJ00zMz/64aBGalCrJpIkTaNOmjcztFkKko9VqGTtuPGaupTAtXEnpOOI1Evx9QaejSZMmSkcRIk+6fv9enmmjdOnSdO3ale+//14v18vNpOgW4hV0Oh1Xr17lzz//xNbWlv79+1OpQgWO37gpRbeeBCYl8fXjx5xJjCcpVUvjj7wY07AhDb1KvPPw8FmtW1F+xixWr17NgAED9JxYCJGXbd68matXLuPU7RuZgpKLxd89R8nSZSjwltFNQoj07O3tMTMzo883E3KkPTMzM+zt7bN8nenTp/PLL7/oIVHuJkW3EP+KiIjgwIED7Nmzhz179hAUFIRGo2Hw4MEAtGjVirnTppGk06GWD2zv7GRsLLNDHnM3ORkDAwN6VKvGyAb1KVmwYJavXc7Fhc6VK/HV1Kl069YNMzMzPSQWQuR1SUlJTJj0BebFqslc7lxMp9OSHOBLCx+5aSpEZrm6uuLn50doaGiOtGdvb4+rq2umzlmzZs1Lj7m5uZGQkJD2fd26dd/L9a6k6M6FevXqRUREBDt27Ej3+OHDh6lXrx7h4eHY2Nikff+cvb09lSpVYvbs2ZQtWzbt8X/++YevvvqKQ4cOERUVhaurK506dWLChAkZLko2b95M586dad269Uu5/kun0zF//nx+/PFHAgICcHR0ZPDgwUycOBGAixcv0qdPH27dukX9+vVZu3Yttra2AKSkpFClShV++OEHKleunKFs70qr1eLr68uff/7Jnj17OHnyJKmpqXh5efHpp5/SpEkTateujampKQAtWrRg8uTJnI+Lo7q5ebZme99otVo2RkSwIjyckJRkbM3M+KJRQ4bUqYOjlX5XhJ/eqiUlpk7j+++/Z/z48Xq9thAib/rxxx+5HxCAU+8xSkcRb5D0+C5JMeEytFyId+Tq6prpQljkDCm63wM3btzAysqKwMBAhg0bRpMmTbh+/TrW1tacOnWKhg0b0rBhQ3bv3k3+/Pk5c+YMo0eP5q+//uLQoUOo1eo3Xj8gIIAxY8bw8ccfZyjP8OHD2bdvH/PmzaN06dJERkamu+vWr18/6tevz5YtW+jXrx8zZ87km2+ebd0yb948atWqlW0Fd2hoKPv372fPnj3s3buXx48fY2FhQcOGDVmyZAne3t64u7u/8txy5cpRwNGRo7ExUnRnUJxWy4InIfweE0NsSgpFHR2Z0bgRXatURvOW/+7elaeDAwNr1WL2rFkMGDAg7YaOEOLDFBMTw9SvpmFeqj5qBzel44g3SLh3ATNzc2rUqKF0FCGE0Csput8Djo6O2NjY4OTkxPz586lVqxanTp2icePG9O3bFy8vL7Zv35629YabmxvFihWjfPnyLFy48I29gampqXTt2pWvvvqKY8eOERER8cYsfn5+LFu2jKtXr1K8ePHXHrNhwwaKFStG586d2bVrFwB3795l1apVnD9//t3eiNfkP3fuXFpv9pkzZ9DpdJQpU4aePXvStGlTatSo8dYbD/Bsm7IWrVuzf/16pP/0zYKSkpge8phTCQkkpabSoERxxjRqiPdHH+XIXMovmjVh9alTzJkzh9mzZ2d7e0KI3GvBggVERETi9EkXpaOIt0jyv0DDhg0z9DdZCCHyEtky7D2j0WgASE5OxtfXl2vXrjFq1KiX9rosW7YsDRs2ZNOmTW+83rRp03BwcKBv374Zan/nzp0ULlyYXbt24eHhgbu7O/369SMsLCxd2/v37yclJYWDBw9SpkwZAAYNGsTcuXOxtMzacOPHjx+zbt06unTpQv78+alWrRqLFi3C1dWVFStW8ODBAy5dusScOXOoW7dupv64t2jRAv/4ePyTkrKU8X11JjaWtvfu0cT/Hifi4+lSpTKXv5zEgRHDaVKyZI4tXuRkbc2oBvX5dtEigoKCcqRNIUTu8+TJE+bMnYtZ+WYYWTkqHUe8gTYxlvgHfjRr2lTpKEIIoXfS051L7dq1CwsLi3SPpaamvvGcp0+f8tVXX2FpaUmVKlU4dOgQAF5er140xsvLi+PHj7/2en///TcrV67E19c3w7nv3r1LQEAAW7duZd26daSmpjJy5Eg6dOjAX3/9BcCKFSsYMmQI8+bNo2bNmkyYMIF169ZhZmZG5cqV8fb25s6dO3Tq1Imvv/76je35+voye/ZstFotAHfu3OHChQsAVKxYkUGDBtG0aVOqVq2KkVHW/3Nv0KABJmo1R2JicLezy/L13gdarZZfoiL5ISyMkORkrDUaJjZswpA6tXGytlYs15hGDVl27DjTvvqKH378UbEcQgjlzJgxg6RUcKr+qdJRxFvE3TqNTptKs2bNlI4ihBB6J0V3LlWvXj2WLVuW7rHTp0/TrVu3l44tVKgQALGxsRQtWpStW7fi6Pj2O/o6ne61vbzR0dF069aNn376KVPbAWi1WhITE1m3bh3FihUDYOXKlVSsWJEbN25QvHhxSpYsyZEjR9LOefr0KVOnTuXo0aMMHTqUmjVrsn37dipXrkzVqlVp2bLla9tLTEwkMjIyrej28vJixIgReHt7Z+g9yCxzc3Pq1q3LkRMn6an3q+ctCVotC588YUdMNNEpKXg6ODCtcSO6Va2CWS4YGmit0TDRuzHjVq1iiI9PusUFhRDvv3v37rF06TIsqnXEUGOldBzxFvF+R6hRsxYuLi5KRxFCCL2TojuXMjc3p0iRIukee/DgwSuPPXbsGFZWVjg4OGBl9f8fLIoWLQrAtWvXKFeu3EvnXb9+Pa0w/q87d+7g7++fruB9XtgaGRlx48YNPD09XzqvQIECGBkZpbvu8572wMDAV87zHjlyJCNGjKBQoUIcPnyYr7/+GnNzc5o3b87hw4ffWHRXrVqVP//887XPZ4eWrVox4sABolJTsTI0zNG2c4NHSUl8HRLC3wnxJKWmUrdYUcY0akjTkiVfmsagtM/q1mHFiZMMGTyYY8eP57p8QojsodPpGOLjg4GZNZaVWisdR7xFamwE8f6+dB+7WOkoQgiRLeQT6HvAw8MDT0/PdAU3QPny5SlRogQLFy5MK5ifu3TpEgcOHKBXr16vvGaJEiW4cuUKvr6+aV+tWrWiXr16+Pr6vvZOdM2aNUlJSeHOnTtpj928eRN4toDbfx08eJDr16/z2WefAc+G0CcnJwPP5qW/bUi9Etq2bUuqTse+6Gilo+So83GxdPC/R+MAf47Fx9GxUiUuTprAoVEjaV66dK4saNVGRizt+CknTp5k9erVSscRQuSQbdu2sefPP7GqPwADtanSccRbxN04joGBig4dOigdRQghsoX0dL/HVCoVK1asoHHjxrRv354JEybg5OTE6dOnGT16NN7e3gwcOPCV55qamlKqVKl0j9nY2ACke3zx4sX89ttvHDx4EICGDRtSoUIF+vTpw6JFi9Bqtfj4+NCoUaOXetXj4+Px8fFh8+bNaQVbzZo1WbJkCT4+Pmzbto0FCxbo6+3Qm4IFC1K/Xj12njlDh3/fk/fZrxERLA17yuPkZCxNTRnfuBE+detQMI+89rrFi9G9WlXGjR1L69atMzVdQgiR90RFRfHZ0GGYF62GWbHqSscRGZBw/SiNGzeW389CZFFgYGC6bXqzk729vewJnglSdL/natasyalTp/jqq69o2rRp2irin332GQsXLsQwi8OjQ0ND0/VqGxgYsHPnToYOHUrt2rUxNzenadOmzJ8//6Vzp02bRosWLdINff/uu+/o0qULtWvXpkuXLrRv3z5L+bJLj5496fnXXwQlJ+NsbKx0HL1L1GpZFPqE7dHP5mt72NuzpFFDelSrirmJidLxMu2bdm3Z+dV0xo0dyyrp8RbivfbFF1/wNDyC/G1nKB1FZEByRDBx96/RbfYkpaMIkacFBgZSokQJ4uPjc6Q9jUbD9evXpfDOIJVOp9MpHeJDplKpyMkfgVarpW/fvuzdu5cjR46kzfvOa3L6ffuvmJgY8js40N/CgoH53p878yEpyUx//Jjj8fEkpqZSu2gRxjRqSPNSpXLl8PHM+OHoMQZt3MTBgwepX7++0nGEENngr7/+okHDhliUbkS+psOUjiMyIPLkLySc/ZUnIY9f2rVFCPGyhIQE7t27h4eHB6am/z995sKFC1SsWJG2bdvi4OCQrRmePHnCb7/9xvnz56lQoUKGzmnZsiXx8fEcOHDgpedOnjxJjRo1sLS0JPoN0zcPHz5MnTp13jl3dnjdz+O/pKf7A2NgYMDKlSv5/vvvOXbsWJ4tupVmYWFBm7Zt2bnjdwbY6XJs/+nscjE+jlmPQ/BLTgJ0dKpUiVENG1DhPbp72b9WTTaeO0//vn258s8/mJmZKR1JCKFHSUlJDBs2HJWBITGX96FNiseu4QAMzW2VjiZeQ6fTkXD9CG1at5aCWwg9cXBwoECBAkrHeEnfvn1p164dAQEBL63ztGrVKsqVK8fBgwdJSkpK91xSUhLNmzfH1NSUqlWr5mRkvcrbXVfinRgYGDB8+HD69OmjdJQ8rXuPHtyNj+NaYqLSUd7ZbxERNLx7h26BgQSodIxp1JCAGTNY36f3e1Vww7P/7n/q2pmgoCCmTJmidBwhhJ7NnTsXv+t+fPnrLup17k78zRME/TiQmMv7FR0ZJV4v+Yk/CSEBdOvWVekoQohs1qJFCxwdHVmzZk26x+Pi4tiyZQt9+/bFzs4OJyendF/Tp09P61l/U09ybidFtxDvqGHDhuS3t+ePqEilo2RKklbL/JAQqt25zaTHwRhbWfJdx095OHsWs9u2wdnWRumI2aZY/vxMbd6MBQsWcO7cOaXjCCH05NKlS0ybNo2m/QbjXrI03b+azfT//UU+R3ue/vktIZsnkhz+UOmY4j9irx3BxtaOxo0bKx1FCJHNjIyM6NGjB2vWrEl3I3Tr1q0kJSXRtevLN9+WLl3KunXr2L59O4UKFcrJuHonRbcQ78jIyIgu3bvzv7g4UvJAL8qTlBSGBz2g6t07rAwPo5SbK78NGsCd6dP4rF5dLPLw3cPMGN2oIWVdCtGjWzdiY2OVjiOEyKKkpCS6d+9BAc+itBo6Ku3xgoWLMPevk7QbOZ6khzd4uHIIkad+RZeaomBa8ZxOpyXxxjE6dfwU4/dwQVIhxMv69OmDv78/hw8fTnts1apVtGvXDlvb9FOBjh49yogRI1iyZAk1atTI4aT6J0W3EFnQrVs3niYmciIXF29X4uPpGOBPg3t3ORgbS9vy5Tnz+Tj+HjuGNuXKYZjHF0jLLGNDQzb27kWAvz/Dh8lCS0LkdZMnT8bvuh995izCWP3y7gotBg9j/tEzuJXwIuLIGoLXjiAx+LYCScWLEoP8SIx4TJcuXZSOIoTIISVKlKBGjRqsWrUKgDt37nDs2LGXprwGBgbSoUMHBgwYQL9+/ZSIqncf1qftXMjNzQ2VSiVfmfz67wIMSilfvjxexYuzMzpK6Sgv+SMykkZ379ApMIB7Oh0jG9THf8Z0NvXrQ2V3d6XjKaqEkxOLO37KylWr2Lx5s9JxhBDv6OjRo8ydO5c2w8fi6lXytcdZ2zsw5bc99J29CF10CMFrRxL21wq0SQk5mFa8KPbaEQo4F6JmzZpKRxFC5KC+ffuybds2oqKiWL16NW5ubjRo0CDt+fj4eNq2bUvJkiVZtGiRckH1TIpuhfn7+6PT6eQrk1/+/v5K/+iAZ1uX9ejVi4OxscRqU5WOQ4pWy6InIVS/c5vPgx+hsrBg4ScdeDhnFnPbt8PFzk7piLlGr+rV6FylMgP69+fu3btKxxFCZFJ4eDjdunenWMUqNOk7KEPn1Gz3Cd+eukSpj+sQfe53Hq4YRPy9C9mcVPyXLjWFxJt/071rlzy/HaUQInM+/fRTDA0N2bhxI2vXrqV3797pdgHq168fYWFhbN26FSOj92ejrffnlQihkC5dujBhwgT2RUfT1tpGkQxPU1KY+fgxh+LjSEhNpaqHB2MbNaRNubIf3PDxjFKpVCzv3Inys+bQuVMnjh0/jlqtVjqWECIDdDodvfv0ITwyimHrfsXA0DDD55qamTFq5Qb++fsoy4YPJuSXyZiXrIdt/X4YmllnY2rxXLz/RZJjI2VouRDZ4MmTJ7m6DQsLCzp27MjEiROJjIykV69eac998803bN26lZ07d5KSkkJwcHC6c62trdFoNO/ctpJUOtlHQ4gsq1enDgkXLrLK2TlH272WEM/Xj0O4mpRIqk5Hh/LlGdWwAdUKe+RojrzsrL8/Nb6Zz8hRo5g7d67ScYQQGTBp0iRmzpxJp4lTadyr/ztfR6vVsmbSGP7+7VdUag22DQdi/lHddL0uQv9Cd36DszaE69f+kfdaiExKSEjg3r17eHh4pNtCKzAwkBIlShAfH58jOTQaDdevX8f1HbaYPXnyJDVq1KBx48bs3bs37XEPD483jmZdvXp1uiI9N3jdz+O/pOgWQg9WrVpFv759OVjYE6ccWIX1f1GRLAoNJSglBY2xMYNqf8zQunVxt8+X7W2/j+bvP8CYbdvZs2cP3t7eSscRQrzB2bNnqV6jBjqVCgOViu5TZ1GrfccsFW8PbvixcEAPwh89RONRATtvH4ys8+sxtXhOm5TAwyXd+GryF0yaNEnpOELkOW8q8gIDAwkNDc2RHPb29u9UcL9vpOgWIgdFRkbi5OiIj5U1ffNlT+GbotWy7OlTNkVFEpGSgrONDaMbNqBvzRpY5dGhNrmFVqul+dJlXHgcwqXLl3FyclI6khDiFcLCwihTvjxPza2wmLaA8FH9Sb0fQPXW7eg+dTam5uZZuv5vi+ay+8el6HRgU6cnlhVbojLI+NB18Xax1w4TunMed+7coXDhwkrHESLPyWiRJ3JGRn8eMtlTCD2wtramVevW7IzT/9ZhYSkpjH0YRJW7d1gW9pQizs780r8f/jOmM7JhAym49cDAwIC1PXpgkJxM1y5dSEmRfXyFyG1SU1Pp2LkzIRGRWHw5B8N8Dtiv3YFpyw6c2rmDr9p48+CGX5baaDtiHN8cOolzkSKE/7WC4HWjSAqRhRb1Ke7SHmrUrCUFtxDigyJFtxB60qNnT27GxXFFT3Nprick0C0wgLr37vK/mBialinN32NHc3bCeD6pWAGjTCwcJN7O0cqSzX16cfToUUaNHKl0HCHEf0yaNImDBw5g/uVsDJ0Kpj1uPXIS1l8vIvRxMNPaNeXoLxvJyiA+2/wFmLbzAD2mz0EbEcSjNSMIP7IWbXKiPl7GBy0p5C5xgVcZMXyY0lGEECJHyfByIfQkNTUVTw8PykZFMdupwDtfZ29UFAtDn/AgJQUTIyMGfFyLYfXqUdjBXo9pxessP3qUwRs388MPPzBgwACl4wghgM2bN9O5c2csBo3E/NMerzxGGxVB2LA+pAbeo2qLNvSYNgeNhUWW2k2IjeG7wX24fvoERlaO5Gs6HFO3Mlm65ofs6Z/fYf7kKvcD/DHOgfVPhHgfyfDy3EWGlwuRwwwNDRk6fDh/RkfzJJPDk1O0WpaGPqHmnduMfPSQJI2GOW3b8HDOLBZ9+okU3DloUO3a+NSpg4+PD0eOHFE6jhAfvHPnztGzd280jZpj9kn31x5nYGWD/ZrtaNp05Oz/djK1TWMC/f7JUtum5haMW/cLw5evwUgbz+PNE3n6v29JTYjJ0nU/RKnxUcT7HWGozxApuIUQHxzp6RZCj8LDwylUsCC9zS3wsX97oRyRksLskBD2x8USn5pKeRcXxjVuRPsK5TGW4eOKSU5NpdKs2dx8Esqly5cpVqyY0pGE+CA9fPiQCpUrE2mTD6sFP6FSm2TovMSzJ4ieOgaSU+g6eTp1OnbL8tZUKSkprBw3nNP/+wMDEwvsGg/BrHhN2fIqgyJPbyP27w08eHAfR0dHpeMIkWdJT3fuIj3dQijA1taWnr17syUmmiSt9rXH3UxIoEdgAHXu3WVndBSNS5Xi2JhRnJ/4OZ0qV5KCW2ETd/zOlaBHJCYl0axZc54+fap0JCE+ONHR0Xg3bUp4qhaLr+ZnuOAGMKlcA7ste6CQK+smf87yEYOJj4nOUh4jIyMGLljC5K27sLTUEPr7bJ5sm0ZKVM5sz5OX6bSpxF/6k06dOknBLYT4IEnRLYSeffbZZ4QmJrIn+uUPeAejo2l69w7tAgO4mpLCoDq1uTltKjsGD6RWkSLSY6IwrVZLk+++Z97+A5Tz+JgJHX4i5FEobVq3ITFRFlESIqckJSXRsHFjrt+5i+XM7zHM55DpaxhYWGG/6lc07btwft//mNKqEQHXrmY5m3vpsiw8foEmfQeT4H+RhysGEn1hFzrd62+0fuji75wlMTyYYcOGKh1FCCEUIcPLhcgGjRo2JPjUKbY4F0Kn07EiPJx1EeGEpaTgaGnJqIYNGFCrFrbmZkpHFf+KSUig/IzZ3H4SQpMK3WhWqScGKgPuBv/D97vH0L5DOzZs2ICBgdyrFCI76XQ6+vTpw5p16zAqXBTb+T9iYGmVpWsmXjhN9ORRkJRE50lfUa9LT73c5AwNus/Cft14dOc2JgWLY9d0OGp71yxf933z5Jcv+Mhezdkzp5WO8kbu7u4EBAQoHeOD4+bmhr+/v9Ix8ow3DWcODAwkNDRnRt/Y29vj6iq/7zI6vFyKbiGywe7du2nRogV1zM05k5BAfGoqZQsVYmyjhnxSsQJqIyOlI4oX3Hr8mCpz5hEVn0C3umOpUqxRuucv3DnC6oPTGTx4MIsXL5YRCUJko4kTJzJr1izatKnI7zt9MShQCNtvlmGY/913hQDQxsQQPrw3KfduU9G7Gb1nzscsi8X8cwfWrWTL3BmkJidjXaMj1tU+RWUki4UBJD0J4NEqH9avX0/Xrl2VjvNGKpUqS9vNiXcj73vmvK7ICwwMxMvLi7i4uBzJYWZmhp+f3wdfeEvRLYSCtFotDvnyERYRQYvSpRnTqAG1ixaVYi0X2vvPNVov+xEDAzWDmnyNZ4HSrzzuhN9uNh5dwLhx45g9e7b8LIXIBt999x3Dhw/n889b0rdvXQ4fvsYgn3XozCyxmbsU4yLFs9xG9LL5JGzfhG1+J3wWr8C9lH62AIuLiuTbgb24df4sxnYFsGs6AtNCH+nl2nnZ0/8twjz0GoH+91i3bh0bN25k8ODBtG3bFqNcdgNaij9lyPueOa8r8i5cuEDFihWZOnUq7u7u2ZrB39+fqVOncv78eSpUqPDW49/2malnz56sWbNGT+lyVkaL7tz1206I94SBgQFfTpnC6NGj+Va2/Mq1Fh44yNjtO7CzdGJI09k4WBd87bE1vJqTmJzA3LlzsbCw4Msvv8zBpEK8/1asWMHw4cPp27cuffvWBaBu3Y/YsW0Yn3RcQviwXlhPW4hJpWpZasdy8GjU1esQ8cUIvv60JZ0+n0KD7r2zfCPNzMqaCZt+4/ze3az4fBSPN4zDolxTbOv2wsDEPEvXzqtSop8Sd+0wk2fNRK1WU61aNdavX8+nn36Km5sbQ4cOpW/fvtjY2CgdVYj3hru7O8WLZ/0GpT49evQo7d+3bNnC5MmTuXHjRtpjGo1GiVg5SiYnCpFNBgwYgJ2tLQsOHFQ6iniF3mvXMerX7Xg6lWZs26VvLLifq1emPS0q92Hy5MksWLAgB1IK8WHYsGEDAwYMoEuXGowf3yLdcyVKFOTg/nHYmBkR8bkP8ft2Zbk9k3KVsNu8B5VbYTZ+/SVLPutHXFRklq8LUNG7Od+fvkJF72bEXNrLw58GEnfrlF6unddEn9+JRmPKgAEDAChVqhSHDx/mwoUL1KlThwkTJuDi4sKwYcO4c+eOwmmFENnFyckp7cva2hqVSvXSY+87KbqFyCZmZmYMHTaMVadOEhoTo3Qc8a+UlBSqzp7LmpOnqFmiGT7N5mBmYpHh85tU6Erjcp0ZPXo0P/74YzYmFeLDsHXrVnr27Em7dpWZMqXtK3ucHR2tOXxoEm4u+Yia/SWxG1dmeTiqgYUF9j9twaxTL3z/2s/klg25d9k3S9d8zkitxuf7n5i4eQdmJkY82f41T3bMJCUmTC/Xzwu0iXHEXd7D4EGDXvpAXb58edauXUtAQAAjRoxg06ZNFC1alDZt2nDkyBEZaiyEeO9I0S1ENvLx8UFlYMiSw0eUjiKAkKgo3CZ9yRl/f9pWH0Sn2iMxNMz8LJuWVfpSp1RbBg0axPr167MhqRAfhq1bt9K5c2eaNy/LjBmfvHF3ADMzNfv2jaNKlcLErFhM9KKZ6FJTspzBcsBwrBf8RGRUJDM6tmLfmp/0VvQVKV+RhScu0qB7H+Jvn+HhjwOIvrT3gygqYy7vQ5ecwPDhw197TIECBZg+fTqBgYH8+OOP3Lp1i7p161KxYkXWrVtHUlJSDibOHmvWrJHh80IIKbqFyE758uWjT9++fH/kKHHvwYeHvOxCYCCFv5zKk5h4BnhPp0GZT955DqdKpaJ9jSFUK+5Nz549Wbt2rZ7TCvH+27ZtG507d6ZZs7LMndsZQ8O3fyQxMDBgwwYf2rWrRPyubUR+OQpdfHyWs6hLl8duyz4MChdl88ypfD+4N7GREVm+LjzL3PXL6cz88zAOBZ0I2/M9jzd+TnJYkF6unxvpUlOIu/AHnTt1plChQm89XqPR0K9fP65evcrevXvJnz8/PXv2xM3Nja+//jrHtkB6nfv379O3b18KFiyIWq3Gzc2N4cOH8/Tp03THubu7s2jRImVCZtLAgQNRqVRvzZucnMy0adPw9PTE1NSUsmXLsmfPnnTHbNiwARcXF+zs7Bg7dmy65/z9/SlWrBhRUVH6fglC5ClSdAuRzUaNGkV4bCyrT5xUOsoHa9OZs1SdMw9DAw2j23xPGfcaWb6mgcqAzh+PolqxJvTq1YulS5fqIakQH4b169fTsWNHmjYty9y5nTJUcL9ozpzODBvamMQzfxM+si/aiKwP2zYwMyPfD5sw69KXy0cOMblFQ+5cupDl6z6X392D2fv/psPYSaQ8vsXDlT5EnvxFL731uU3cjeMkRoQwduyYTJ2nUqlo3Lgxf/75J9euXaN169bMnDkTFxcX+vfvzz///JNNiV/v7t27VKpUiZs3b7Jp0yZu377N8uXLOXjwINWrVycsTJkpA8nJye987o4dOzh9+jQFC759LZMvvviCH374ge+//55r164xaNAg2rZty8WLFwEIDQ2lX79+zJs3j71797J27Vp2796ddv7gwYOZPXs2Vlb62Z5PiLxKim4hspmHhweffvIJ8w/+RUpqqtJxPjiTdvxBt9VrcbJ1Z1z75RSyL6K3axsYGNK59ijqlW6Pj48Pc+fO1du1hXhfLV26lO7du9O2bUXmzeuMkZHhO11n6NDGzJ3dkZS7twgb0p2UoPt6yWfZ7zOsF/xEVEw0szq2Yc/K5XodDt6s/xAWHDtP4dKliTi6jkdrhpH48MbbT8wjdDodsWd/o1HjxpQp8+7bsXl5ebF8+XLu37/Pl19+ye7duylVqhTe3t7s2bMnx4bo+/j4oFar2bdvH3Xq1MHV1ZWmTZty4MABgoKCmDRpEgB169YlICCAkSNHolKpXhpJtXfvXry8vLCwsKBJkybpVnMGWL16NV5eXpiamlKiRIl0N3L9/f1RqVT88ssv1K1bF1NTU9avX09AQAAtW7bE1tYWc3NzSpYsyf/+9783vp6goCA+++wzNmzYgLHx2/eS//nnn5k4cSLNmjWjcOHCDB48GG9vb+bPnw88uylhbW1Nx44dqVy5MvXq1ePatWsAbNy4EbVaTbt27d7+RgvxnpMtw4TIAWPHjaPili1sPneOblWrKh3ng6DVamm97Ad2XblCWfda9Kj/OSbG+t+SQqVS0a76YEyMNYwfP56wsDBmzZol+3gL8R86nY4hQ4awfPlyevWqzcSJrbL8/0nbtpUoUMCG3v1WEjakG7azl2DsVSrLWdWly2G3dR/hI/vxy5zpXD91gn5zF2Fha5flawNY2tnxxdZdnNq1gzWTxhH882gsK7bCpnZ3DNR5e+uc+NtniA++w+cb9LPQZL58+Zg4cSJjxoxh69atLFy4kKZNm+Ll5cXw4cNp3759horH13nTqslhYWHs3buXGTNmvLSlkZOTE127dmXLli0sXbqU7du3U7ZsWQYMGED//v3THRsXF8e8efP4+eefMTAwoFu3bowZM4YNGzYA8NNPPzFlyhQWL15M+fLluXjxIv3798fc3JyePXumXWf8+PHMnz+f1atXY2JiwoABA0hKSuLo0aOYm5tz7do1LCxevzCoVqule/fujB07lpIlS2bo/UlMTHxp72GNRsPx48cBKFq0KHFxcVy8eBE3NzfOnj1Lnz59CAsLY/LkyRw6dChD7Qj98ff3fy/aeN9I0S1EDqhQoQKtWrZk8q7/8WnFiqiN5H+97BSXlETFmbO4HvyYRuU60bJKXwxU2TewR6VS0aJyb8xMLJkzZw4hISH8+OOPGMnPWQjg2Yf9YcOGsXz5cgBMTY31dmOqWrUi7P5jBG3bf0/YiL7YTP0Gk+q1s3xdA1MN+ZZtIGbNcq5uWMnklg0Z8t0PFKlQWQ+pn6nWog0VGjZh2fCBXDq8i7gbf5OvyVA0npX01kZO0mlTiT7+M/Xq1ad+/fp6vbZaraZr16506dKF48ePs3DhQgYPHsygQYOydN3Fixfj4+Pzyudu3bqFTqfDy8vrlc97eXkRHh7OkydPcHR0xNDQEEtLS5ycnNIdl5yczPLly/H09ATgs88+Y9q0aWnPT58+nfnz56f1CHt4eHDt2jV++OGHdEX3iBEj0vUaBwYG0r59e0qXLg1A4cKF3/ha58yZg5GREcOGDXvjcS/y9vZmwYIF1K5dG09PTw4ePMjvv/9O6r8j92xtbVm7di09evQgPj6eHj164O3tTZ8+fRg6dCj37t2jVatWJCcnM3XqVDp06JDhtkXm2NvbY2ZmxtSpU3OkPTMzM+zt7XOkrfeBfCIUIofMnDWLMmXK8OOx43xWr67Scd5b956EUmn2HMLj4ulaZyzVSzTJsbbrl+mAhak169bOIzQ0lC1btrzUOyLEhyYxMZHu3buzbduvjBhpz6mTsSxffhAbGzP69q2rlzYKF87PkUMTadZ8Hk++GIHliImYtdTPh3uLXoNQV6lJ1Oc+zOrSjg5jJuLdZ+AbV1rPDLWpKcN/WIvfqRMsHTaAkF+nYuZVB7sG/TE0t9FLGzkl9p9DJIT4M3f31mxrQ6VS8fHHH/Pxxx9z7949zp8/n6XrNWzY8J3PfT7E/W03kMzMzNIKbni2antISAgAT548SVuo7cUe8pSUlJd64StVSn8zZtiwYQwePJh9+/bRsGFD2rdv/9oh/efPn+fbb7/lwoULmbrh9e2339K/f39KlCiBSqXC09OT3r17s3r16rRj2rZtS9u2bdO+P3z4MFeuXGHx4sUUKVKETZs24eTkRJUqVahduzaOjo4Zbl9knKurK35+fjm28KC9vT2urq6ZPq9Xr1706tVL/4FyOSm6hcghJUuWpEePHkz/7Td6Va+GxX+Ga4ms++vGDZotXoYKI4a2+IZiBcvleIYqxRphbmrFyj3T+Pjj2vzxx+8ZWqxGiPdRREQE7dq14e+/jzNliiM1a5nTooUVw4YGMXv2TqytzejQoYpe2rKxMePwoYm0bbuQmwtnoA15jHmfIXrpUVd/VBq7X/YSPnoAW+d+jd/Jv+n/zXdY2ulnuDmAV7UafHvqMusmj+fYr1t4ePcstg0GYl6qfp6YrqJLSSLmxEY6dOjwUnGYXTw8PPDw8Mi26xcpUgSVSsW1a9do06bNS89fv34dW1vbt/b2/Xf4u0qlSivYtVot8GyIedX/TD8zNEy/3oG5uXm67/v164e3tze7d+9m3759zJo1i/nz5zN06NCXMhw7doyQkJB0RVJqaiqjR49m0aJFrx0u7ODgwI4dO0hISODp06cULFiQzz///LXve2JiIkOGDGH9+vXcvn2blJQU6tSpA0CxYsU4ffo0LVu2fOW5IutcXV3fqRAW2U8WUhMiB02dOpWI+HgWHvxL6SjvncWHDtP428VYaPIxtt1SRQru50q6VmVky4XcvRlApYqVOHfunGJZhFDKzZs3qVq1MufPn2D2nGcF93OLvi2Ai6sxEyf+wv79V/TWplptxM6do6lduwSxG1YQNWcyupR3X+X5RQamGvIt+RnzXoO4dvIYX7aoz81zZ/Ry7bQ2DAzo9fU3TN91AFv7fDz930JCtnxBckSwXtvJDtEXdpEc/ZQZM2YoHUVv8uXLR6NGjVi6dCnx/9maLjg4mA0bNtCxY8e0myJqtTpt2HVG5c+fH2dnZ+7evUuRIkXSfWXkhoKLiwuDBg1i+/btjB49mp9++umVx3Xv3p3Lly/j6+ub9lWwYEHGjh3L3r1739qOqakpzs7OpKSksG3bNlq3bv3K46ZPn07Tpk2pUKECqamppKT8/+r8ycnJmX5/hHhfSNEtRA5yc3PDx8eHbw4c5El0tNJx3hsDN2xg2JatuOf/iHFtl5LfxkXpSLg4FGNM6yWYYsPHH9fml19+UTqSEDnmwIEDVKlSiYSEB3z3vRNlyqSfZmFgYMAPPzhjb2/IsGE/c/r0bb21bWBgwMqV/enatQYJ+3cT8flnaGNj9HZ9ix4Dsf5uNbEJCczp1p7dPyxO663Ul4JFivHNoVO0HjaGpKBrPFwxmMjT29Fpc2fBok2MJeb0r/Tr25dixYopHUevFi9eTGJiIt7e3hw9epT79++zZ88eGjVqhLOzc7qbDO7u7hw9epSgoKBMDfGdOnUqs2bN4ttvv+XmzZtcuXKF1atXs2DBgjeeN2LECPbu3cu9e/e4cOECf/3112vnn+fLl49SpUql+zI2NsbJyYnixYunHdejRw8mTJiQ9v3p06fZvn07d+/e5dixYzRp0gStVsu4ceNeauOff/5hy5YtafPVS5Qo8e//jyvZvXs3169fp3Jl/a2JIEReIkW3EDls4sSJYGjIrD1vv7Ms3iwlJYVa38zjx2N/U7VYY4Y2/wZz09yzF6i1eT6GNp9PaZeadOzYkSlTpuj9w7kQuYlOp2Px4sU0aeJN0aJavvs+P4UKvXplabXagBUrCmFurqJ//xVcvaqfLb+emzq1PZ+Pb0HSpfOED+tDamiI3q6tLlEKu1/3YeRVmm3zZ7GwXzeiwp7q7frPtf5sJPOOnMG1eHEiDq8ieO0IEoP1d4NCXyJPb8NAm8yUKVOUjqJ3RYsW5dy5c3h6etKxY0c8PT0ZMGAA9erV4+TJk9i9MMVg2rRp+Pv74+npiYODQ4bb6NevHytWrGDNmjWULl2aOnXqsGbNmrf2dKempuLj44OXlxdNmjShePHi6bYaexeBgYHptjNLSEjgiy++4KOPPqJt27Y4Oztz/PhxbGxs0p2n0+kYMGAACxcuTBsGr9FoWLNmDdOmTaNv374sXrwYZ2fnLOUTIq9S6XJqo0MhRJrp06fz9bRp3PxqCm758ikdJ08Ki4mh7IxZPAgPp3XVfjQs2ynXznvU6XTs893EzjMrad++PevWrcPMzEzpWELoVXx8PIMHD2Lt2nW0a2fFwEH5MDR8+/+TYWEp9O4VhKGhmq1bh1G4sH4XWdq79zLDRm4Aa1tsv1mOkdubV3jOrJgNK4lfuxwLaxsGf/cDxStX0+v1nzv262bWT/uC5MQErCq3xbpWFwyMlV8bJCUmjOCf+jNu9ChmzpypdJwseXGutcg58r5nTkJCAvfu3cPDw+Ol7dxEzsvoz0OKbiEUEBMTg2fhwjQt4smanj2UjpPnXH7wgJrfLCAhOZVeDSZRrvDHSkfKkEv3jvPz4dmU8CrOr9t+TbearRB5WWBgIG3btuaff64wcqQdDRtZZur8Bw+SGDjgETY2FmzdOpQCBWz1mu/SpUC6dFtOsoERNjO/Q12mgl6vn3TTj6ixg9DGRNNmxFiaDxyqt9XNX5QQF8cSn778c+IYRpYO2DUdhsa9nN7byYywfUtQ3T1JgP+9l3o/8xop/pQh73vmSNGdu2T05yHDy4VQgIWFBV9Onsy6U6e5GvRQ6Th5yq/nL1Bp1jdgYMrINt/mmYIboKxHLUa0+paHAU8oX64Cv/76q9KRhMiy/fv3U6FCOR4+9GPRIqdMF9wAhQqpmb8gP2Fh0XTvvpywMP3NwQYoW9aVfXvGYGGsI3zMQBKO7Nfr9dXFvLDbuhejUuX4beFc5vfuTGToE722AWBqZsbo1ZsYtWI9xiQSsuULQncvIDU+Su9tZURyWBAxl/Yx+csv8nzBLYQQ2UmKbiEUMmDAADzc3Jj0xx9KR8kzvtq5m44rVuFgXYjx7Zbj5lD87SflMoXyeTK27TKK5q/AJ598wuDBg4mNjVU6lhCZlpyczPjx42ncuDHuHkksWepE0WIm73y9EiVMmT7dgaCgMPr0+YmYmAQ9pgVnZzuOHJpEwfyWRH41jthfN+j1+gZqU+y+XYV522dDlAAAtiFJREFU/2HcOHuKyS3q43fqb7228Vypj+vy3ekr1GjzCbHXjvDwxwHEXjuS472Fkcd+xqlAAXx8fHK0XSGEyGtkeLkQCtq4cSNdu3bl+JjR1CwiQ41fR6vV8smPK9ju60spt2r0bvAFJsaat5+Yi+l0OtYfnsOZWwfw9PTkjz/+eO2qs0LkNnfv3qVTp0+5ePEivXvb8Mmn1hgY6GdNhYMHopk7N5TKlT1ZsaI/JiZGernucykpKXTsuITLlwMx69AVi0GjUOl5KHjy7etEjhmENjqK1kNH02LwMAz+s+eyvgT6/cO3A3sSHvwITeGK2Hn7YGSl33nxr5L46BbB60ayatUqevfune3t5QQZ5qwMed8z503DmQMDAzO1cn5W2Nvby57gyJxuIfIErVZLhXLlsEyI5+iokbl2ITAlJSQlUXn2HK4+fET9Mp/Qpmp/DAyy58NrToqKC2Pq5m4UzO8MKngc+ohvv/2Wfv36yX8HItfS6XT8/PPPDBjQD1tbAyZ9kQ8vL/3PKdy+LYLly8Np2LAU333XA0ND/Q/MGzp0LXv2XMa0TiOsJkxHpX73XvpX0SYlETF+CMmXzlO8anUGLViKtUP2FcPbFszmzxXL0aHCpk4vLCs0R5WNvyufbPkCF9NE/rl6BcNsuqGQ06T4U4a875nzuiIvMDAQL6/ixMXpd5TQ65iZmeLnd+ODL7yl6BYij/jzzz9p1qwZu3wG07x0aaXj5CqBYWFUnDmHp7GxdPp4BDW9misdSW++2tSdqISnrF64Dcd8+fl+1Vx+37eVNm3asmzZUpycnJSOKEQ6T58+ZeDAgWzbtg0jIwOcnAxZ/oMzpqbZM1Nt1cqnbNoUSYcOVZkx45NsuRk1d+4uflp5BOOPymAz41sMLPW/5WDslnXErVyMmaUlgxYu5aMa2bcORVjwIxb07crDWzdQOxUlX7PhqB3c9d5O/L2LhPzyJTt27KB169Z6v75S3N3dCQgIUDrGB8fNzQ1/f3+lY+QZryvyLly4QMWKFZkwwQFXV3W2ZggMTGLWrCecP3+eChUyvjBlr169iIiIYMeOHQAEBwczY8YMdu/eTVBQEI6OjpQrV44RI0bQoEED4Nn/lyNGjGDEiBHZ8EqyLqNFt37HbAkhMq1JkybU/vhjJvy+k6YlS2bLird50dGbt/D+fgk6DPms2RyKF9LvasNK2nR0IU+iHvLF8Jm4OT/bh3XckKlUKV+TeT9M4yOvj1j07SK6d+8uvd4iV9izZw+9e/cmPj6er7/+GrVazfjx4/jhhzCGD7fPljb79M1HRKSWrVtPY2dnzpgx+r/pNm5cC1xc7Jjy1Q7CfHpg+80yDPMX0Gsb5h17oK5cg8jR/ZnXuzOthoyg1Wcjs2W4uZ1TAb7e/ReHNv3MpplTebR6GFbVPsGmRkdURvr5EK7TaYk+tpaq1arTqlUrvVwzt5DCT7wPXF3VWVpfI6f4+/tTs2ZNbGxsmDt3LmXKlCE5OZm9e/fi4+PD9evXlY6oV/LpXgiFqVQq5sydy5UHD9hw5qzScXKFH48dp/6i7zAzsWVs26XvVcF97f5ZTt74H03qtqJpvfQ9RHWrN2L9d39QuWxNevbsSdOmTQkMDFQoqRDPerd79+5N06ZNcXd35+eff6ZBgwZ8/PHH1K/fgJ1/RHHqZPYtBDhqlAPVa5jxww9/sWLFoWxpo3PnGvz0Q28IeUjY4K4k376h9zaMCxfBbstejMtV5o8lC5nb4xMiQh7rvZ3n6nXuzqKTFyleuSpRJ3/h4UofEu5f1cu1464fJ/7Rbb6ZO0duCgoh3tmQIUNQqVScOXOGDh06UKxYMUqWLMmoUaM4deqU0vH0TopuIXKBatWq0b5dO8bt+J3I+Hil4yhq6OYtDNq4CVeHEoxrtwwn2/dnrlB8UgwrD3yFk0NBRg/84pXH2FjZMmXkHL75YikXz/tS8qOSLF26FK1Wm8NpxYdMp9Oxfv16ihcvzrZt2/j8889ZsGABDg4OacdMmzYNOztbZs9+QlhYSrZlmT7diZIlTZgzZxdbt57Oljbq1PFix7ZhqJPiCR/Wi8Rz+v/AZ6BWYzf/Byx8xnDb9wJftmjAP38f1Xs7z5lZWDF+/a8MXb4Ko5QYHm/8nKd7vkeb8O7bselSkon5ewNNmzXj44/zznaNQojcJSwsjD179uDj44O5uflLz7+PWxBK0S1ELrFw0SKik5KY/MdOpaMoQqvVUm/BQhYfPkKlIg0Y1nIeFhprpWPp1aI/RpGSmsyM8Ysw07z8R+ZFNSrV4edvf6dBzab4+PhQt249bt68mUNJxYfs9u3beHt70717d8qXL8+mTZto3br1S72aBgYGfP/9YhISdMyZ/QStNvuWiFm4qACursZMmrSVffuuZEsbJUoU5K8D47ExMyLicx/i9+3KlnbM23fF9odNJADz+3Rh+8I5pKZk302L8vUb892Zq1Rp1oqYK/sJ+mkgcTdOvNO1Ik//SnLkY76ZO1fPKYUQH5Lbt/+PvbsOizJ7Gzj+naFDWiREQAHFBmsV127FXFsBscHArrU7sRCLcrHbtbu7VkCwAVtQQqWZef/wld+yFigT6PO5rrl2mSfOPTM4PPdzzrnPfaRSKWXKlFF0KHIjJN0CgZKwsrJiytSpLD91muu/2JDixJQUSk6czMm792hVzRO3+mNRU5FtERB523M5gKevHzDEczQOJfO2NJiuThFGe01h6fRAHt5/RIUKFZgwYQLv3n1/T5VA8CWpqalMnjyZ8uXLExYWxoIFC5g+fTrGxsZfPKZkyZL06tWHa9dS2bUzWWaxicViVq6ypGhRFYYOXcfFi/dl0k7RonqcPDEBmxLGJM+ZyPv1ATKpqqxqUwqjLYdRd67BXv+lzOv5Bwkvnhd4OzntqaoyYLE/f27Zg66OBnG7ZhG3fTpZb/O+tFBmwjPeXtzKyBEjKFeunMxiFQgEP7+P36u/0hQVIekWCJTI0KFDKetYhoEbN5P9iwwnjnj2HOvxE3mSkIRno4k0c+7+030JR7+M5NitzdSuVp8OLbrl+/gqFWqwbvFOurfrzYIFCyldugwbN24UllgRFJi9e/dStmxZZs+eTdeuXdm4cSMuLi55OtbT0xN7e3tWrXrNwwfpMotRXV3M2oDi6OiI6dt3LWFhj2XSjra2OocOjaZGjVK8C1jO28WzkGYXfE+0WFUVw/n+6A4ew8NbN5nYqiFhp2Uzb/2jkhWdWHTmGk09+5P66BrP1gzg7Y39SKVf/3sjlUpJPOKPpYU5kyZNkmmMAoHg52dvb49IJCIyMlLRociNkHQLBEpETU2NlatWc/nRI9acPavocGRuzz+3cJo5h2zUGNZ6Mc6l6ik6pAKXkZXBigNjMdQzYsKQGd99Q0FTQ4s+XQexftkeHKwd6datGy4uLly6JJs5roJfw61bt2jWrBmurq4UK1aM0NBQ+vfv/9VlTz5n+fLlqKmpM2PGK9LTZXfDUFtbzJq1FqioSPDwWMWDB7IpRiYWiwkN9aJ9+6qk7t1O0sThSGVUb0OnXRcM1mwmXUUF3z492LZgtkyHm4vFYjqPncScw6cpVtySN4dX8HL9GDLjv3wTIyXyNCmPbrDSfwXa2toyi00gEPwajIyMaNq0KX5+frx//2kxzsTERPkHJWNC0i0QKBkXFxc8e/Vi3O6/eZX8VtHhyMzsAwdpt3I1xnoWjGm/EptieRtyXdj47RtNakYK00YtRK+IwQ+fz6JYcWaOWcKSqQHEvXjDb7/9Rrdu3YS1ZQX5Ehsbi7u7O5UrVyYyMpLZs2fj6+tLiRLfV7hQT0+PyZOn8vhxJmtWvyngaHMzMlJlhb85GRkZuLmt5NmzBJm1NXduV4YOaUL65XMkDOuNJFE2r021hC1Gmw+hXq0W+9f4Mbd7B968eCaTtj4qamXNrEOn6TJ+CllxD3kWNIjEcxuRZmfm2k+S9o7kk2tp36EDLVq0kGlMAoHgx8XGZnDvbrpMH7GxGT8c54oVK8jOzqZ69eps376de/fuERkZydKlS6lZs2YBvBPKRSQVxicKBEonPj6e0g4OtCrtQIiHu6LDKXBd1waw6ep1ylpVpVejiWipf72oWGF17J+t7Ly4kn7dh+DesX+Bnz87O5v9x3exduMykt8l0a9fP8aOHYulpWWBtyX4OcTFxTF48GB27tyJrq4uvXv3pnXr1qiqqhbI+cePH8+JEyeYOcuMGjVk2yN6904aPj4vMTc3ZPPmwRgb68qsrd27rzJq7FbEJqYYzF+JqqWVzNpK2bOVFL/5aGhq0W/hcirWayiztj56n5TI4n7uPLhxDTVjS4ybD0XD8sON0DeH/ZDcO8PdO3ewsLCQeSwCgeDr0tLSePToEba2trlGJcXGxuLoWJqUlDS5xKGtrUlk5J183ax1c3MjJSWFbdu2AfD8+XNmzpzJ3r17ef78OUWLFqVKlSoMGzaMevXqAWBjY4OPjw8+Pj4yeBU/7kufx38JSbdAoKTWrl1L3759OeYzlAZlSis6nAKRkZVFjTnzuPnkCfXKt6NdzYGoiFUUHZZMPE+IZu72/lRwdGLJ1ABUVGT3OlNS37Pl77/YtCeEjMz0nORbuEAWfJSQkMDChQtZvHgxKSkpaGhosGvXLvT1C3aFAIlEQqtWLcnOTiYg0ApDQ9n++756NYU/J7zCwcGc9eu90NXN37D4/Lh8+QHunmvJVtfEcI4fao7lZdZW1uMYEn16k53wmmZ9BtJ+2BhU1dRk1t5HVw7sJXDccNJT3lPEuSVadr/xauskli5ZwuDBg2XevkAg+LavJXmxsbHEx+e9QOKPMDExyffoqGbNmmFnZ8fy5ctlFJX8CUm3QFAIZWVlsXLlSvT09OjRowf169XjyZ07hP05Hm31wl3N+1liIk4z5xD37i0dXQZTp1wbRYckM1mSLCaGdkakIuWvpbsxMSr67YMKwLv3b9m2b31O8t2/f3/GjBkjJN+/sOTkZJYsWcKCBQtIS0ujatWqmJiYsGfPHkaNGkX79u0LvM0HDx7g4dETJyctZs0uJvPCiMePvWXu3HiqVi1JQEBfNDRkl5w+evSKtu2XkpKejcGU+WjUrCOztiRZWSRNGk7mpbPYVqjMwKWrMLaQ/SiWrIwM/H0GcuPYYZBKKF+xIjevX5fpjUOBQJB3eU3ylElCQgLnz5+nQ4cObNq0ibZt2yo6pAKT189DmNMtECiJq1evUr16dYYMGUJCQgJisZg1a9fyNCmRyX/LZr1Yebnw8CF2k6aSmJrBwOazf+qEG2DNocm8TU1k8vC5cku44cMSYx6dBrBt1WF6tu9LUGAwpUqVwsfHh6dPn8otDoHiPX/+nAkTJlCiRAmmT5+Oo6MjgwcPpnHjxjg5OWFoaMiaNWtIlUFxsFKlSuHm1osrV1LYs1t2y4h91KBhEQYMNOTKlYf4+ISSlZUts7ZsbU05dWI8RQ21SPzTh5S/t8msLbGqKoazlqI7bAIxkRFMbNWQm8cPy6y9j1TV1Rm8IoD6XXsAsGjBAiHhFggEP8TT05P+/fszYsQI2rT5ua8Bv0RIupWUjY0NIpFIeHzhYWNjo+iPqMC8ffsWHx8fatSogUQi4dKlSwwdOhQABwcHpkyZyqJjx7laSAtlBZ27QJ0Fi9FQ02NUOz/KWlVTdEgydeHOIW4/vkS3tr34zfl3hcSgq1OEXp0Hsm3VYXq060NgQBA2Njb07NmT69evKyQmgXzcunULd3d3rK2tWbRoEY6OjgwaNIhmzZqhq/u/Oc+tW7cmKSmJrVu3yiSOvn37UrJkSfz9XxMd/eMFd76lXTsDunbV59ixcCZO3CbT5fQMDLQ5eWI8pR3MeOs7k3cBfjJtT7tVBwwCt5GprsHSAb3YNHsqWRmyfU+fP7jP2e2bGT16NI0bN5ZpWwKB4Oe3c+dOnjx5wsyZM3+6ZWHzShherqREIpGwBu9X/Czvz549exg0aBCvX79m6tSp+Pj4fFLQKDMzk+pVqyJJeMPVsWNQK0Q9DiO2bsf3+HGsi5amf7MZFNEyVHRIMvXm7Uumb/GglLU9K+eEoqamHFMC3qe8Y+/RHWzbt55nL59Qpowjf/45gc6dOxdYAS2B4mRnZ7N//34WL17M8ePHMTAwoFq1ajg7O391qJu/vz/v3r1j586d6OnpFXhcSUlJtGnjirm5iBX+Fqiry/4+v69vHPv2vqVv3/qMHt1Kpm1JJBL69Qvk1KlINJu0Qm/kJESqshvaLpFISJo0gswLp7AuXxGvJaswKV7wBd0kEgnzenQgO/ENYbduoaWlVeBtCASC71cYh5f/zITh5QKBEnv69CkdOnSgTZs2lC9fnoiICEaOHPnZBEhNTY2AoCAinj1n/uEjCog2/yQSCU2WLGXRsWM4l6zHUFffnz7hlkgk+O7xQVVVhWmjFipNwg2go61L59ZubFyxj1aN2hMVFUmPHj2wsbZm1qxZvHr1StEhCr5DXFwcc+bMwdbWltatW3P37l3at2/PoEGDqFWr1jcvxtq3b09aWhqhoaEyiU9fX59Jk6YQE5NBwFrZLev1b8OGFcXFRZs1a06wevVxmbYlFotZu7YP3bvXIu3IPhLHDkLy/p1M2zOc4UuRkZN4fCeSSa6NuHH0UIG3c2J9CHevXiZg7Voh4RYIBIICIiTdAoEcZWdn4+fnh6OjI+fOnWPTpk3s27fvm8PlnZ2dGTFiBNP2H+DOi5fyCfY7Jaek4jB5Kkcio2hexQ2PhhNQU1WeBFRWQk/OI+HdK8YPnomlmeyWE/oRqiqqXLlxHiMdbXwa1cZSQ4WpkydT3NKSdu3asXv3bjIzM799IoHCSKVSzp07R8+ePSlevDiTJk3CyMiIPn360Lt3bypUqJDn+bfFihXD0tKSTZs2yazabYMGDfj99zps357E1aspMmnjv6ZOM6N8BQ3mz9/Hli0XZd7elCkdGDfWlYyb10gY0ovseNnexNJq3haDoB1kamqxzMuTDTMnFdhw85fRD9k2fyYDBgygbt26BXJOgUAgEAjDy5XWzzJ8WlYK4/tz69Yt+vXrx6VLl+jfvz+zZ8/G0DDvvb+pqalUrFCBYiIRp4b7oCJWvntmd16+pMac+bxNT6dnvTFUs5f9+rLK4Najc6w9MoVWjTswxmuKosP5oog7/9BvTDfaOpWltr0tAO/TM7gW85Trj5/z5HUCRkaG9OjRE3d3d5ycnH7ZuVfKJjIykvXr1xMaGkpMTAxGRkY4Ozvj5OSEtvb3r4edlJTEsmXLaN26NaNHjy7AiP8nKysLV9eWSKXvCQgsjoGB7KfISCQS+vV9SkxMFsuWudG0aUWZt3no0C2GDFsP+oYYzl+JqnVJmbYnkUhInjqKjLMnKFG2PF5LV1PUKn/L9+Q6X3Y2c7q1Q5KcyK1//kFHR6cAoxUIBAVFGF6uXITh5QKBkkhJSWHs2LFUqVKFt2/fcvbsWVauXJmvhBtAS0uLoOBgLjx8yIz9B2QU7fc7EB5BxemzyJSo4OPq+8sk3O9SEwk5MQsrC2uG9h6j6HC+akngXNRUVKhq87+eeB0Ndeo42OLTsBbDm/xOBRMDgteuoUqVKpQvV4758+fz5MkTBUb963r8+DFjxozBycmJsmXLsmjRIoyMjHB3d2fQoEG4uLj8UMINH4aA29rasnv3bpl9zqqqqixZsox37yTMnx8nlxumYrEY/5WWFDVVxcfnL86fvyvzNps2rciWjd6ovkvmjbcbGbdkW7RQLBZjMHUhRUZP5cm9O0xybcS1Q/u/+3wHA1by4OZ11oWECAm3QCAQFDChp1tJfa4n18PDg8TERHbt2oWHhwchISHAhwsaKysr2rdvz9SpU9HR0SE6OhpbW1tUVFSIiYnB0vJ/a3s+f/4cKysrsrOzefToUZ4qgffv35/Vq1fj6+uLj4/PF/cLDg6mV69enzyfmpqac/dn/fr1jB07lvfv39O7d2/mz5+fs190dDRNmjTh6tWrXy3sU1h6ug8dOsTAgQN59uwZEydOZNSoUaj/4Hrb06ZNY+rUqRz3GUJdB4cCivTHLDxylNE7dmOib4FX89mY6JkrOiS5mb65F2/evyBw4VZKlrBTdDhflPQ2AVf3OtQqVYI2TuW+um+2RMLdl/FcjX7K7ecvyczKpmrVKvzxR0fat2+Pvb29nKL+9Tx8+JDt27ezfds2Ll2+DIC5uTm///479vb2Mil8l5KSgq+vL/Xr12fatGkFfv6PVq5cSUhICEN9THB1LfjCbZ+TkiLBrecT0tJErF/vRcWK398TnFfPnr2hVevFvH2fjv6EWWjWlX3176wXz0gc6kl23Esa9PCg89hJqKlr5Pn42MgIZnZshc/QocybN0+GkQoEgh/1tZ7V2NhYmU0X+i8TExNKlJD9d6qyy2tPt1C2thBr1qwZQUFBZGZmcubMGfr06cP79+/x9/fP2cfCwoJ169Yxbty4nOdCQkKwtLQkNjY2T+3s2rWLS5cuYWFhkaf99fT0uHPnTq7nPv4SxsfH06dPH4KDgylZsiQtW7akXr16tGzZEoCBAwcyZ84cmVTSlaeXL18ybNgwNm7cSIMGDTh06FCBJSoTJkzg+LFjdA8O4Z/x4zD+1zJAiuAeFMK6S5cpbelEn8aT0dJQbDzytO2cHy8TYxnjPVWpE26ApYHzyJZIcLG3+ea+KmIxjuamOJqbkpqRSeTzV4Q/e8bkiRMZO3YsDvb2tGnbFldXV2rWrClUQP8B2dnZ3Lhxg0OHDrFj+3au37iBpoYGTarUJnDUbHxWzERLSwtHR0eZxaCtrY2joyNHjhyhZ8+eMrupMmDAAE6fPsUKvxgqVtTE2lr2tR60tcWsWWuBh/tTevVazebNg7GzKybTNi0sjDh1YjytXBfwbOposr1GovNHd5m2qWpmgdHG/SRPH8uJ9SHcv3YFr2WrMS1h881jM9PTWDtyMGVKl2H69OkcP36c1NTUnL/LAoGgcIiNjcXRsQwpKalyaU9bW4vIyCgh8c4j4UqpENPQ0MDMzAyAbt26ceLECXbt2pUr6XZ3dycoKChX0h0cHIy7uzvTp0//ZhtPnz5l0KBBHDp0KM9/gEUiUU5c//Xw4UP09fXp3LkzAPXr1+f27du0bNmSDRs2oK6uTvv27fPUjjKSSCQEBgYyevRoxGIxISEh9OzZs0DnxaqoqBC6fj2VK1Wi17pQdg/sr5B5txlZWbjMX8jVmBhql3Wlo8tgVMSFZzmzH3X32U1O395NA5dmuDbqoOhwvkoikXDi3CEczU0x0c3fsFEtdTWcrS1xtrYkIyubuy/juP3sJav8ljN//nwM9PWpV78+9f//Ua5cOcRKWG9AWUilUh48eMDRo0c5evQox48dJyExAR0tbZpV+53h4xbQtGptdLU+DBs/ePk0W08f5P379zId8uvq6kpUVBT+/v4sWrRIZu2sWOFP27atmTH9FX4rLFFXl/13l6GhKiv8zenf7zlubv5s2zYUCwvZrqZQpIgmx46OpUsXP/5ZsQDJq+foDhiOSIb/NsRiMQaT55F6dD9PF0xjsmtjPOcsolpz168et33hHF7FPGL/1atoaGhw8uRJpk+fTs+ePVm6dCkGBgYyi1kgEBSc+Ph4UlJSWbCgm8xvLt6//5KRIzcQHx+fr6T736N2/61evXpUrlyZxYsX53p+165dtGvXDqlUysKFC5k2bRrPnz//ZGpVWloaZmZmTJo0ieHDh3/vy5IpIen+iWhpaX1Sebh169asXLmSs2fPUrt2bc6ePcubN29wdXX9ZtItkUjo2bMno0aNoly5rw9H/bd3795hbW1NdnY2lStXZvr06Tg5OQFgb29PSkoKN27cwNramitXruDp6cmbN2+YNGkSJ06cyPfrziigqq0/6t69ewwcOJAzZ87g7u7OggULMDExkUlbxYsXJyg4mNatW7P85EkG168vk3a+5FVyMpVmzOZlcjIdanlRr3z7X6rgVlpGCqsPT6SosSljvKYo/WvfvGcd6Rnp1HGw/aHzqKuqUN7SjPKWZkikUh6/SSTqeRxhF86y9++/ycrOxsjQkHr169OgQQPq16+Po6Oj0r8/siSRSIiKiuLs2bOcOXOG06dOEfv4MSoqKlQvUxGvFp2p7/Qb1RwqoK726RrP47r1Z8upA0RGRlK1alWZxammpoazszMXLlzg5s2bVK5cWSbtGBgYMH78n0yZMpmgoDf0728sk3b+y9JSnUW+xfAZ+pKePVeyZctgjI1lOypHVVWVbduGMmTIOg5sW48k7hV646Yjysew7++h1agFahWdSRzSC/+hA4i6dIEu4yahpvHpsMeIc6c5HLyGhQsXUqFCBQCmTp2KnZ0dgwcP5uTJkwQHB9OgQQOZxqwsbGxsiImJUXQYSsna2pro6GhFhyHIAzu7YpQrV1zRYRQ4Nzc3xo0bx/bt2+nZs2eubdu3byclJeWT55WJkHT/JC5fvsyGDRto2DB38So1NTV69OhBYGAgtWvXJjAwkB49eqD2mYu7/5o7dy6qqqoMGTIkz3GUKVOG4OBgKlSoQHJyMkuWLMHFxYV//vkHe3t7DA0NCQkJwc3NjdTUVNzc3GjatCmenp4MHjyYR48e0bp1azIzM5kyZQp//PHHV9vbtGkTXbt2zXN8smZvb8+xY8fkcoHi6urK0KFDGennR+1SdjiVkM8yVVejY6jru5jMbOjfbAblrX+TS7vKZOnekWRkpjFzdCC6OkUUHc43bdwdhGkRXexMCy7BEYtEWBsbYm38occwIyubmNcJPHj1mptnT7N71y6yJRIMDQyoVr061atXx9nZmQoVKlCqVKmfNhF/+fIlYWFhXL9+nXNnz3240ZnwBhUVFSqVKkPrKnWp71mD2hWqoKf97aSvjFVJjPUMCA8Pl2nSDdCkSRNu3ryJn58fq1evltln1KRJEw4dOsTWLeepWlWLKlV+rBhcXjk4aDJjZlHGj3tFr16rWb/eiyJFZF/5d+lSN+bN28uagGNkv47DYOYSxEVkO4VK1dQMow37SJ41gZOb/uLetct4L1tNMZv/VVRPfh1P4Bgf6jdokKtWi0gkws3Njbp169KrVy8aNmyIj48Ps2bN+unX7Y6JiSkU9WIU4Wf9zhYUHkWLFsXV1ZXAwMBPkuvAwEBat25N0aJFFRTdtwlJdyG2d+9edHV1ycrKIjMzkzZt2rBs2bJP9uvduzc1a9Zk1qxZbN26lQsXLpCVlfXVc1+7do0lS5Zw/fr1fH3R/vbbb/z22/+SMBcXF5ydnVm2bBlLly4FoF27drRr1y5nn5MnTxIWFsby5cuxs7Nj48aNmJmZUb16derUqYOpqekX22vevDmhoaFIJJI8xygrmpqauLq6ynX5hrlz53L61Cm6BAZxbexodGXc9vrLl/EICUVHQ5+hrrOxNC4l0/aU0f5r64iNu8Mgj1E42ldQdDjfdD3sMq8T4vmjSgWZXjSpq6pgX8wE+2IfRnekZ2URHZ9AzOsEnoT/w8WzZ3ibmopU+qG3s2LFilSqVCnnv+XKlfvhStzyIpVKef36Nbdv3+batWvExMQQdiuMsLBbxP1/ARsdLW2ql67AwOadcCnvTLXSFXOGjOdXyxr1WHdkF2/fvqVIEdnd5BGLxdSqVYsTJ05w/vx5XFxcZNbW3LlzadWqBbNnxxEQUBx9fflMTXF21mbsOBNmz3rOgAGBBAb2RUPj2zehf9To0a2wsjJi8tRdvPF2w3C+PyrFZFtwUiwWY/DnbFJd6vF83mQmt2lCr5kLqdGqDRKJhIAxPqhIJawPDf3slBBra2uOHj3KkiVLGDduHIcOHSI0NBRnZ2eZxi0QCARf0rt3b1q1apVTuAw+FGE+ceIE+/btU3B0Xyck3YVY/fr18ff3R01NDQsLiy/2XpcvX54yZcrQtWtXHB0dKV++PDdv3vzquc+cOcOrV69yzdPIzs5mxIgRLF68OM9DjMRiMdWqVePevXuf3Z6eno6XlxehoaHcv3+frKws6tatC4CDgwOXLl3C1fXL89H09fXp3l22BWqUmYaGBps2b8bZyYlBm7cQ7O4ms7bG7dzF3MNHKW5cigHNZqKvI59hocokNu4uh26sp4aTC51by+69LkjLguahoaqKs7Xlt3cuQBqqqpQ2K0ppsw93naVSKeN3HMKlckXsrSx58OQZf2/fhp+fHxKJ5EMtiGLFsLa2xtrGhhIlSuR6FCtWDBMTkzyN0vlRWVlZxMXF8erVK16+fMnLly959OgR9+7d407UHe7dvUticlLO/nbFrSlvbU//ph0pZ2NPeRt7bM2Ko6JSMInk+G79WXdkFxEREbluaspC7dq1uXjxIn5+ftSsWVNm8/NVVVXx9V1C3769WbQwnilTTeXWk1avni5JSdn4LX/I0KF/sXy5O6qqsk/6u3athYWFIf29QngzsDsG8/xRsyst83a16jdFrYIziYPdWTXci6hL5zEyNyfs9AkOHDiAufmXk3+xWMywYcNo0qQJPXv2pEaNGkyePJmxY8cKBRQFAoHcNW3aFAsLC4KDg5k6dSoAQUFBWFhY0KRJEwVH93XCN2YhpqOjg51d3iome3p64uXllavI2tf07NmTRo0a5XquadOm9OzZ87NLgn2JVCrl5s2bOXPF/mv69Ok0b94cZ2dnbty4kasHPjMzk+zs7Dy39atycHBghb8/7u7uNCpTmh41ahTo+SUSCa4r/NkfHkHlknVwqz8WdVXZzklURllZGfjtH4Oerh4TfeYUimJh8Qlx3H8URR0HW9TlkFR8zfPEZDKzs2lU3Zl6VZxynk/PyODRsxc8ePKUF6/f8PL1G+7dusm5kyd5+fo1mf8ZlWNoaEgxU1NMixWjWLFiGBoaoqGhgYaGBurq6jn/n5ycjL6+PhoaGkil0pwHfKgDkZSURFJSEomJiSQlJpGYkEBiQiKv4l7xOuHNJ0NMjXQNKGVYAht9SxpUdqKkUXGOPbjAlrADHJkThJmRbOo3AFgXs6SYoTHh4eEyT7rFYjENGzZk7969HDlyhKZNm8qsLUdHR7p27U5oaCj797+lZUv5rVrRpo0+iQnZhIZGMGHCVubM6SyXpL9uXUd27xjCH538SBjigf40XzSqyn6KjqpJUYzW7yV5ziROb92AVCJh9OjRNGvWLE/HlytXjosXLzJt2jQmT57M3r17WbduHQ5KsmylQCD4NaioqODu7k5wcDCTJ09GJBIREhKCh4dHgd3olhUh6f5F9O3bl44dO+a5CqmxsTHGxrl7MtXU1DAzM6N06f/dmXdzc8PS0pLZs2cDHwqw/Pbbb9jb25OcnMzSpUtz5gj+V0REBJs3b87pdS9TpgxisZiAgADMzMyIioqiWrVq3/eCfzFubm4cPXKEgRs3U8PGFvtiXx6Snx/v0tKoMmsOd1+9oqlTd1pW80AsUv5kUxb8D47nfdpbZk8IwFDfSNHh5MmStbORSqW42NkoOhTCn70EwOE/tQc01NUpY1OCMjafVj+VSCS8SX7LqzcJJLx9S8LbdyQkJ5OQ/I6Et2+JjggjLDWVrOxsMjOzyMjKIisrm4ysTN6/T0UqlaKhpg4iESJEOUmVmooqRTR0KaKhg566DkXUdbDQ0KeMrgXGpi4U1THCRMcQE21DiuoYYaxtiJbapzeatFQ12RJ2gKjYBzJNugHa1GrE6n2bSUxMlHk16SpVqnDq1ClWrlxJgwYNZDq6wNvbmzNnzuC3PJaKFTWxspL9MmIfuXsYkZiYzY4dVzA01GbMGFe5JN6lS1tw/OgYWrouImGsN3qjp6LVpJXM2xWLxeh5jyTh+kVsTIyZMWNGvo5XV1dnxowZtGzZEjc3N5ycnFiwYAEDBgwQ5vsKBIIfoqenR1JS0ifPJyYmfrKMsKenJ7Nnz+b48ePAh6XS8tMhqChC0l2ISCSS7x7OpaqqKpNK2rGxsbl6/BITE+nXrx8vXrxAX18fJycnTp8+TfXq1XMdJ5VK6devH76+vjnL4GhpaREcHIy3tzfp6eksX74cS0v5DoktzPxWrODChQt0CQzi/MjhaPzghfLDuHiqzp5LUmoaPeuPoYaDcg/bkaVT4Tu58/QGHp0GUKVCwY4kkJWsrCzOXj5O+eJmGOoovvjRo7g3aGtqYm6S92kJYrEYEwN9TAz0891eE++RdC7fkmmNhub72Lyqae2ESCQi6vEj6lWW7e/FuK79WbN/CxERETKda/1R8+bN2bJlC3///bfMl3FcsWIF7du3YcaMOJYvt0BNTX4J3FCfoiQmZhMQcApDQ13695dPle6iRfU4eXw8bdosInrORCRxL9Hu5inT5FUqkfB27kR0geNHj373zZSaNWty8+ZNRo4ciZeXF3v27CEgIAALC4uCDVhJeHh4EBISQv/+/Vm5cmWubR9HEH7sefvo8ePHTJkyhQMHDhAfH4+5uTlt27Zl0qRJn3Ro/Nvz588ZMWIE165d4969ewwZMuSTJZT+659//mHOnDmcPXuW+Ph4bGxsGDBgAEOH/u+7Lzo6Gjc3N65fv06VKlVYt24d1tbWOdtbtmyJp6cnHToo9/KXgp9XmTJlOHDgwCfPX7lyJVdnH0CpUqWoW7cuQUFBSKVS6tWrR6lSyl9jSEi6C5FXr17lDCf/95f759jY2Hy1AmflypXzXaHzc/O4T548metnX19ffH19v3kukUjEuXPnPnm+VatWtGol+zv+P6MiRYqwecsWfvvtN8bt2s2ijl+v/P41RyMjaeW3CrFYnSGuC7Azr1iAkRYur5KesPPiKiqUcaJX54GKDifP/tq+lozMTOrY/9gyYQXl5dt3lLGxlluPmFQKYmTblqaqBlrqmkQ9fijTdgDMjEywMDYlLCxMLkm3o6MjhoaGrFmzhubNm8u0arWRkRFjx05g2rSpBAe/oW9f+daLmDzFjOHDnrJgwT4MDLTp3Fk+KzJoa6tz6NBo3NxWcilgOdmvXlBkyBhEKrK5NEvZHELaxbPs2L8fK6sfW+1CR0cHf39/WrduTe/evalQoQL+/v506tSpgKJVLlZWVmzatAlfX9+cfwtpaWls3LjxkzWKHz58SM2aNXFwcGDjxo3Y2toSERHBqFGjOHDgABcvXsTI6POjpdLT0ylatCgTJkzI07UUfCh8W7RoUUJDQ7GysuL8+fP069cPFRUVBg0aBMCIESOwtLQkICCAP//8k5EjR7J161bgwyowKioqQsL9E7l//6VSt5GUlPRJbalWrVqxfPlyvL296devH1paWhw5coSAgAD++uuvT87Ru3dv+vbtC8DatWu/OxZ5EpLuQiAhIYHz589z8uRJBgwYoOhwBErM2dmZefPmMWzYMBqWKU3LL8yl/5qlx08wfNsOjHSL4dViDkX1f93RBhKJhCV7hqOhocHUEfNRldHFsCxs2xeKuYEeNiaGig4FgNTMbMpYfzqEXHakcpl3r6emy+2Y+zJvB6BjnWYs3hHC69evv9pbVlBat27NunXr2Lp1K25usi0c2KxZMw4dOsTmTRepVlWbyk7yHZ2xYKE5/fs9ZeLEbejpadG8eSW5tCsWiwkN9WLMmI3s2LkdSdxL9CfORVTANzky/rnG+0A/xo8fT/PmzQvsvM2bNycsLIyBAwfSuXNndu3ahZ+fH4aGyvG9U1CcnZ15+PAhO3bsyCneumPHDqysrChZsmSufb29vVFXV+fw4cM5CXqJEiVwcnKiVKlSTJgw4Yv1dWxsbFiyZAnwYQmkvPD09Mz1c8mSJblw4QI7duzISbojIyNZtGgR9vb2eHh4MHLkSODD6MQ///wzZ5iuoHAzMTFBW1uLkSM3yKU9bW2t7xpFe/LkSZycnHI95+7uzpkzZ5gwYQJNmjQhLS0NBwcHgoOD6dix4yfn6NChQ87vt6xHYxWUwnMF+Qvz9PTkypUrjBgxgjZt2ig6HIGSGzp0KMeOHsVjXSg3xo+leD4ufvr8FUrguQvYWVSkb5OpaGso/xrUshR4dBpJKa+ZM34ZxYrKdnmfgnT+6ikSkxNoWr2SUsy1jHv7jsysLBysi8utTakUVESyL6pibWAht6R7VKfeLN25jvDw8JxVHmTJxsaGokWLEhISQtu2bT+ZV1fQPiwj1pKZM18REFgcPT35FcURi8X4r7TE3e0pw4eHoqenhYuL/IqEzZ3blRIlTFi89DAJw3pjMGc5YoOCqR2R/eoF76aNpnbt2jnVfguSsbExmzdvpk2bNnh7e1OhQgWCg4M/KcZa2PXq1YugoKCcpDswMBBPT89cI/7evHnDoUOHmDlz5iejQ8zMzOjevTubN29mxYoVMv1uTkpKytWbXqlSJY4ePUqTJk04fPgwFSt+GL02cuRIBg0a9ElvvaBwKlGiBJGRUcT//9KVsmZiYpLv353g4OCvjtY9ePBgns6jpaVFYmJivtpWNCHpLgR27typ6BAEhYhIJCIoOJgqzs60WbmaMyOGoa3+9eJEWVlZ1Fnoy4VHj6hVpgWdaw9FpRD16srC1XvH+Cf6LB1b9eD36vKZ51lQ/NctQltdDScr5bhREPbkBfBpETXZkqIih55uR1M7Lj35h4S3yRgWkW1SaqRnQAlTC8LCwuSSdMOHHoTVq1cTGhqKl5eXTNtSV1dn0SJfBgzox6KF8UyeIr9lxABUVcWsWWuJu9sT+vcPZP16LypVkl8y4u3dmOLFDRk1ditvvHpiMN8fVcsfa1+ansa7ySMw1dVh+9atMlvmSyQS0b17d+rUqUOvXr1o3LgxgwcPZvTo0Uq9tJhIJMLUNG+/Zz179mTcuHFER0fnTJHbtGlTrqT73r17SKVSHB0dP3sOR0dHEhISiIuLw9S0YAqe/teFCxfYsmVLrjWLFyxYQP/+/bGxsaFixYqsWrWK06dP888//zBv3jw6derE1atXadKkCUuXLkX9G9cMAuX1cZlNgfJR3m9CgUDw3UxMTNi9Zw8utWrhEbKOzX16f/GiIv7dOyrPmM3TxATa/dafBhU7KkXvqCIlvo9nw5mFlLK2x8t9hKLDyZfnL5/y6PEDGjnaoaoky2c8iHuDpro6xU2Lyq1NqRS5VNqvYVWR4OvbiXr8kJplK8u8vW4NXZm1YSWvXr2S2UX7vxUrVgxLS0s2bdpEx44dKVpUtp9h+fLl6dSpCxs3buTQoXc0aybf0Tba2mLWrLXA3f0pvXqtYvPmwdjbm8mt/TZtqmJuboi751reePXEcI4fao7lv+tcUqmUt74zkcQ8ZM+5czL/7ODD3OfDhw/j5+fH6NGjWbZsmczb/FFLly5l8ODB39zPxMSEli1bEhISglQqpWXLlvkeWvuxlo6s/sZGRETQpk0bJk2aROPGjXOet7S0ZO/evTk/p6en07RpU9atW8eMGTMoUqQId+7coVmzZqxatSpP74dAIMgfIekWCH5SlStX5q/QUDp06EB5CwsmtWzxyT43Hz/m9wW+pGVJ6Nd0GhVtZF+gqTBYvMcHkUjEjNGLUVcrXHf8F6+dhQioWUp57nS/SHqLQwkrOa9tLpXL8PLa1lUAiIp9IJeke1h7D+ZsWk14eDgNGshnBEaHDh1YtmwZQUFBjB49WubtDRkyhLNnz7B0yVPKl9ekeHHZLVn2OQYGqqxcaU7fPs9xc1vJtm1DsLSU3zKB1auXYv/fw2nXYQlvfDwxmLIAjZp18n2e1B0bST28l9DQUJydnWUQ6eeJxWIGDx6Mq6sr4eHhcmv3e4hEonyNGvH09MyZR/q5pVDt7OwQiUTcvn2btm3bfrI9KioKQ0NDmawmc/v2bRo0aEDfvn35888/v7rvzJkzadKkCc7OzvTp04cZM2agpqZG+/btOX78uJB0CwQyICTdSsraWn5Vfgujfy91Ifiy9u3bM336dCZOnEhZMzP+qPK/C68t167RIzAELfUijGg7GysTewVGqjw2nFpIfPJzJvnMwcqicP2eZWRkcOn6WSpZmaOnpanocHKkZmV9dh1uWfrQ0y3771ADLT001TWIevxI5m0B6GprU8rcirCwMOrXry+XvxP6+vqULFmS3bt307Vr1x+ufJ0X/v4rad++LTNnvGLZcgtUVeX799DcXJ3FS8wYMvgFPXv6s3XrEIyN5dfrbmtblJPHx9Oi5QLi/vShiM94tF3zviJF+pULvPNfyPDhw3PmIMubjY0NNjY2CmlbVpo1a0ZGRgYATZs2/WS7sbExjRs3ZsWKFQwbNizXvO4XL16wfv163NzcCvzfbUREBA0aNMDd3Z2ZM2d+dd/IyEg2btzIjRs3AMjOziYzMxOAzMxMsrOzCzQ2gUDwgTy7HQT5EB0djVQqFR5feHxu+TLB502YMIEunTvjFrKOG7GPAZi052+6rg3C1MCa0R38hYT7/0XEXubi3YM0q9+apvVcFR1OvgVs8iMzO4vfHZRjmTCAhPcpZGRm4WAtz/ncIJVT9XKAImraciumBuDepB2JiYk8f/5cbm22bdsWsVjM6tWr5dKesbExI0eO5v79dNaFJMilzf+ys9Ng1mxTnj9PxN19FW/fpsm1fQMDbU6eGE9pBzPe+s7kXYBfnpb6zHocw7sZY2ncuDHz5s3j2LFjlCtXjitXrsgh6p+biooKkZGRREZGovKF6TvLly/PGb59+vRpHj9+zMGDB2ncuDGWlpbfTIpv3rzJzZs3effuHXFxcdy8eZPbt2/nbN+5cydlypTJ+TkiIoL69evTuHFjhg8fzosXL3jx4gVxcXGfnFsqldKvXz98fX3R1dUFwMXFhTVr1hAZGcm6devksiShQPArEpJugeAnJxKJCAwKolyFCrj6r6T50uVM33+A8ta/MbzNEgx05DfPVpmlpL0j8Ng0LIoVZ0S/rw/NU1a7D23GysiAEkYGig4lxy2FFFH7QB7DywEs9czkmnR7t+mGioqKXIfuamtr4+joyNGjR7l7965c2nR1daVq1Wps2JDIrVupcmnzvypX1mL8eBPu339Jv35rSUvLlGv76uqq7NkznHr1HHm/fi3JcyYizfxyDJJ3b3n3pw/W5mZs/v/1lytXrkyRIkX4/fffP7verSB/9PT0vlrJ397enqtXr1KqVCk6d+5MqVKl6NevH/Xr1+fChQtfXKP7IycnJ5ycnLh27RobNmzAycmJFi3+Nz0sKSmJO3fu5Py8detW4uLiWL9+Pebm5jmPatWqfXLu1atXU6xYMVq1apXz3JQpU0hLS6NGjRrY2dnh7e2dn7dDIBDkkUial9umAoGg0Hv69CkVypcnITGR+hU60K7mALkUmiosZm3tw6ukx6yZvwmHkp+vPKvMjp8/xMR5w+n+mxNOJSwUHU6OwLNXuPfqDUdXLJJLNfGP6vUbyug6fRlYo5vM2xp9YC4bb+0jbvtFdLW0Zd4eQJWB7Yl9/YLhw4fLbSpSVlYW8+bNo0qVKvj6+sqlzYyMDFq1aoG6ehoBgcXR1VVMccA9e5JYvuwN9eo54ufngaqq/OOYOnUHoevPo+5UDf2pCxHr6ObaLs3KJHnCUNTvRXH18iXs7f83giktLY2BAwcSHBzMiBEjmDNnjlJXFVcUkUiUp9EEvyLhvVEeaWlpPHr0CFtbWzQ1lWcq2a8qr5+HcMUtEPwiLC0t2bBxIxrqGiS+/3TY2a9s96U1PHvziCG9xxTKhBtgdegSimhqULG4/Cot58XzxLfYW1nKNeEGkCKf6uUAVSw/VJe++yRaLu0B9GnRkXfv3vH48WO5tamqqoqzszMXL17k5s2bcmlTXV2dhQt9SUyU4Ov7WmEX/a1b69OzpwEnTtxm/PgtSCQSuccweXJ7xo11JeOfayQM6UV2/KucbVKplLeLZ5N54wo7tm3NlXADaGpqEhgYyOLFi1m8eDEtW7YkIUExw/YFhZdIJMr1+Nnm7AsEsiTc5hQIfiHNmjVj85bNtGvXjj2X1tD2t/6KDknhHr6I4PitrfxeowHtm3dVdDjfJebpI548i6FZ+dJyT26/JSUzizI2CihIJ5XKLemuZ1sDgDuPH+JsX1YubfZt3pHRa+YTHh4u1zVZmzRpws2bN/Hz82P16tVy6WWvUKECHTp0ZMuWLdSooUWTJvJdRuyjnm6GJCZls3PnVQwNdRg71lXuBU89PetSvLghg33W88arB4bzV6JqXZKUDYGk7t9JcHAwDRs2/OyxIpGIoUOHUq5cOTp16kT16tXZvXs3ZcvK53dWUPj996aXUPBX+cTGxhIfHy+XtkxMTIQ1wfNBSLoFgl9MmzZt8PX1xcfHBxM9C2qXLXwFwwpKRlYGKw+Ox9DAmPGDZxTaC4jFa2YhFomoUVL+86a/Jjk1jfTMTLkXUYMPPd0qckq6ixUxQUNNncjYB3JpDz70Ope3ticiIoJmzZrJrWicWCymVq1anDhxgvPnz8ut6NKwYcM4d+4sSxY/p3x5TSws5LuM2EeDB5uQkJBNYOApDA11GDDg8wmuLDVpUpEtGw3o1nMlb7x7otWmMykbg5gyZQru7u7fPL5Ro0ZcuXKFNm3a8Ntvv7F+/XpcXX/dvwMCwc8iNjaW0o6OpKWkyKU9TW1t7kRGCol3HglJt0DwCxo6dCj3799nxYplGOkWo2yJ6ooOSSGW7R1JWkYKC6f4o6err+hwvktaWgrXwy7hbGOJrqaGosPJJfzphyJqpRWRdEvlV70cQEdNi8jYh3JrD2CAa1cGLJ5ETEwMtrbyq1hfu3ZtLl26hJ+fHzVr1pTb+7xihT8dO7Zn5oxXLFkq/2XEPpo0qRgjRjxj4cL96Otr07VrTbnHUKlSCY4cHEWLVgt5vzEId3d3Jk2alOfjS5UqxYULF3Bzc6NNmzZMnz6d8ePHF9objwKBAOLj40lLSUFv/ExUS8j2b0JW7COSZ00gPj4+30n3ixcvmDlzJvv27ePp06eYmppSuXJlfHx8aNiwITY2NsTExACgpaVFyZIlGTx4MP37fxidGRwcTK9evXLOp6OjQ+nSpZkwYQLt27cvuBdZwISkWyD4RS1evJjoR9EEHp2OTytfipvYKTokuTpycxOPXkbQr/tQKjo6f/sAJbUydAlZ2dn8bq88y4R9dO/Va1RUxNiamyugdancqpcDmOsWJTz6ntzaA+jZqDWD/aYTHh4u16RbLBbToEED9u7dy5EjRz67XrEsmJqaMnz4KObOncP60ATcPb5eBVqW5s83Y0D/Z0yevA0DA22aN68k9xgSE1NAIqV69eqsWrUq3wlzkSJF2L59O9OmTePPP//kn3/+ISgoCB0dHRlFLBAI5EG1hC1qDspZnyY6OhoXFxcMDAyYN28eFStWJDMzk0OHDuHt7U1UVBQA06ZNo2/fvrx7947g4GAGDBiAgYEBnTt3Bj6sIvCxiv/bt28JCgqiU6dOREREULp0aYW9vq9Rrsl/AoFAblRUVNi0eRNlyzmy4uBYXibKryCToj19/ZB9V4OoUqEGPTv0UXQ4P2T/sZ2ULGqEhcGXl7BRlGeJyZS0tFBIpWd5Di8HcDCxJfblM9IzM+TWplgsxrlUWSIiIsjOzpZbuwBVqlShSJEirFy5ksyvLGFV0Nq0aYOzcxVCQxMJC5Pvutn/JhaLWeFvQbFiagwbFsqZM3e+fVABevz4NX36BFCmzIdl3DQ0vm+Ui1gsZsqUKWzfvp39+/fj4uJCdHR0wQYrEAgE/8/LywuRSMTly5f5448/cHBwoFy5cgwfPpyLFy/m7FekSBHMzMyws7NjxowZ2Nvbs2vXrpztIpEIMzMzzMzMsLe3Z8aMGYjFYm7duqWAV5U3QtItEPzCdHR0OHToIBZWZizfP4r45OeKDknmsiRZLNs3Cm1tXSYPnyvXIcgF7cDxXbxPfa+UvdwA7zMycVRAEbWPlaXl+dk6WZRFIpVw/2mM3NoEGNS2B+np6Tx8KN+h7QDNmzfnxYsX7NmzR67tLliwAB0dbWbOeMW7d/KvIv6RqqqYtQGW6OmJGTgwkBs35PPZv379Dk/PtejpGbF//0GKFPnxwnLt27fnwoULJCcnU61aNU6dOlUAkRY+Ghoan1ToFh4fHtbWCiiIKfipvHnzhoMHD+Lt7f3ZETUGBgZfPFZTU/OLN3izs7MJCQkBwNlZeUcuFt6rTYFAUCBMTEw4fvwYBiZF8Dsw+qdfTmz1wYm8S01kyvC5GBsWVXQ4PyRg0woMtDUpZ1FM0aF8IiU9g7QMxRRRy8jKAuS3ZBhAHZtqAEQ9fiS3NgHa126MhroG4eHhcm0XwNHREUNDQ9auXUtqaqrc2tXU1GTBgkW8Schi6VL5VOn9cixi1qy1QE1Niqfnau7deyHT9t6/T6dfv0BSUqQcOnQEU1PTAjt3hQoVuHz5MhUqVKBRo0asWLHil1uXOT09HalUmuvx6NEjLCwsKFu2LFu3buXOnTuEh4ezcOFCSpcunbOftbU106ZN4/nz59y7d48JEyYAsGnTJqRSKUFBQejp6fH8+XOeP3/O3bt3GTduHCoqKkRFRX3S7r/bHzJkCCEhIVSuXJmhQ4d+cd+Pjzdv3rBixQquXLlCdHQ0R48epXTp0nTt2jVnn/bt29OlSxfu3r1Lp06d+OOPP3K2bdy4EVdX11znFEZACH7U/fv3kUqllClTJs/HZGVlERwcTFhYWK6VGZKSktDV1UVXVxd1dXUGDhzI6tWrKVWqlCxCLxBC0i0QCDA3N+fEieOo64jx2z+Gt6mJig5JJs5F7iPyyRV6tO9NDafaig7nh9x9GMWLV0+pbW+LWKx8xY/Cn74EoIwCku6srA9DreU5vLyUcQnUVFWJkmMFc/jQm1+jdAUiIyPJ+v+bDfLUtm1bkpKS2LJli1zbrVSpEm3btOf4sXccO/pWrm3/l4GBKitXWZCdnUnPnv48efJGJu2kpWUycGAQDx/Gs3//AZlcXJqYmHDo0CG8vLzw9vamf//+ZGTIb8qEMsrrcFiQzZBYGxsblixZgpubG/r6eSv4aWhoyMCBA6latSrW1tY0bNgQLy8vzpw5k7NPZGQk7u7u2Nvb4+Hhwe3btwFITEzkzz//ZPny5fl4lwSCb/t4Ey8v9SfGjBmDrq4uWlpaeHt7M2rUqJxCavDh39rNmze5efMmN27cYNasWfTv35+///5bZvH/KCHpFggEAFhbW3PixHGyVVJZcWAsKemKvZAtaK+TX7Dt/HJKlypH326DFR3OD1sSMBsVsZjqtsq1TNhHd1/GIxaLsbW0kHvbWf8/v1neUwe01bTk3tMNMOyPXmRmZnLvnnwLuQGUKFECU1NT1q1bR3JyslzbHjVqFObm5vj6xvP8ufzmlX+OmZkaS5aY8fZtKj17+hMfX7DfnxkZWQwevI6bNx+zb99+qlSpUqDn/zc1NTWWLFlCQEAAISEhNGjQgJcvX8qsPWX2I8NhQXmGxD579owdO3ZQt27dnOcqVarE0aNHkUgkHD58mIoVKwIwcuRIBg0aJCwDJShw9vb2iEQiIiMjv7nvqFGjuHnzJjExMbx794558+bl+psuFouxs7PDzs6OihUrMnz4cOrXr8/cuXNl+RJ+iFC9XCAQ5LC3t+fY8WPU+b0OKw+Ox6v5XDTVtRUd1g+TSCQs/tsHVVVVpo9aiKqqYtb4LSjvUt4RFnmd6rbF0VZXztfyNDEJa7NiaKjJP76s7A89vvLs6QYw1TYm7NFdubYJ0Kza72hpahIREYGjo/wr1rZr147Vq1cTGhqKl5eXXNv29/enY6cOzJoZx+Il5qioKG7UR8lSGsyeY8rYMS9xd1/Fpk3eFCmi9cPnzcrKxscnlPPn77N3717q1KlTANF+m6enJ46OjrRr146qVasSHByMpaWlXNqWF5FIhL29/Rdv0H3PcFj4MCQ2NDSUsLAwBg4cmPP8xyGxAKmpqaipqcl0SGzXrl3ZvXs3qampuLq6snbt2pxtCxYsoH///tjY2FCxYkVWrVrF6dOn+eeff5g3bx6dOnXi6tWrNGnShKVLl6Kuri6TGAW/DiMjI5o2bYqfnx9Dhgz55EZWYmJizo0sExMT7Ozyt6qOioqKXKc65ZeQdAsEglzKly/PkaNHqF+vAasPT2RAs1moqyrX+s/5te7EHBLexTFj9CIsihVXdDg/zC94PtkSidIWUAN4m55BtYqKKbyTmTO8XL5V0+2MS3D04XmysrNQVZHvn1eXss6cvHWZjIwMuV8cFytWDEtLSzZt2kTHjh0pWlR+tRKKFSvG0CHDWLBgARvWJ9LTzVBubX9OpUpajBtflJkzXtK3bwDBwf3R1Pz+G0/Z2RJGj97EiROR7Nixg8aNGxdgtN9Ws2ZNrl69Srt27WjUqJFc25YXX19ffHx8PrstP8Nh4cOQ2D///JP09HTU1dU/OyT2+vXrAKSkpHD06FH69++PsbExrq6uP/ZCPsPX15fJkydz584dxo8fz/Dhw1mxYgUAlpaW7N27N2ff9PR0mjZtyrp165gxYwZFihThzp07NGvWjFWrVjF4cOEfIfaryIqV/Yir721jxYoV1KpVi+rVqzNt2jQqVqxIVlYWR44cwd/fP0+94PDh3+aLFx9qaKSmpnLkyBEOHTrEpEmTvisueRCSboFA8IkqVaqw/8A+mjRpSsDRqfRpPAU1lcJ5l/vGw9Ncf3CCtk07Ub+WfNYTliWJRMKRU3txKGaCqZ6uosP5rLTMLNIzsyitgPncAJJs+VcvB6hsXpYDd08T/eIpdpbyveEwpnMfjl4/z927dylfvrxc2wbo0KEDy5YtIygoiNGjR8u97aNHj7Ju3U2qVNGibDlNubb/X3Xq6PB2SDZLlkQzZEgIfn69UFPL/w0giUTCn39uZd++m2zevFkmSVleFC9enLNnz3L9+nW5L00nayKRiGrVqn1x+7+Hw7Zt2/ab5xs1ahQeHh5oa2tjbm7+SbL+cUjsRxUrVuTw4cPMnTtXJp/vx/njZcqUwdjYmN9//52JEydibm7+yb4zZ86kSZMmODs706dPH2bMmIGamhrt27fn+PHjQtJdCJiYmKCprU3yrAlyaU9TWxsTE5N8HWNra8v169eZOXMmI0aM4Pnz5xQtWpQqVarg7++f5/MkJyfn/B5raGjkFDIcM2ZMvuKRJyHpFggEn1W7dm327NlNyxYtCTk+i14NJ6Iilv96yz8iOSWBv07OoYSlDUM8lfeLOD92H9pCanoavztUUHQoXxT57CVSqVRhSXem5GP1cvkONXax/jAvM+rxQ7kn3bUrVEVXS5uwsDCFJN36+vqULFmS3bt307VrV6ys5PvZ+/r60qpVC2bMeMWatcXR0VFsyZqWrfRISMgmJCSKceM2M29el3zdBJJIJEyYsJUdO66ybt06/vjjDxlG+20aGhrUrFlToTEoQn6Gw4JyD4n92Gufnp7+ybbIyEg2btzIjRs3gA/zzT/ORc/MzPzpbrb8rEqUKMGdyEji4+WzqoOJicl3zf03Nzdn+fLlXyzW961K+R4eHnh4eOS7XUUTkm6BQPBFjRo1Ytv2bbRv157QU/PoWW+MXJdh+lFL/h6GFCkzxviioaHY3q+Csm7baox1tSltprzLnd15EYdIJKJUccXM/8zK+tDTLe/h5RWKOaAiViHq8SNa/VZfrm0D1KtUg/2XT5GWloampvx/39u2bYuvry+rV69m+vTpcm1bU1OTefMWMHiwN8uWxTN2bMEtpfW9evQ0JDExm127rmFoqMP48a3zNExZIpEwceI2tm+/wrp16+jevTuLFi3i1q1brFq1Cg2Nwj3dp7ApqOGw8P1DYm/evAnAu3fviIuL4+bNm6irq1O2bFkAdu7cybhx44iKigJg//79vHz5kmrVqqGrq8vt27cZPXo0Li4u2NjYfBJTv3798PX1zZlv7uLiwpo1a3BwcGDdunV07do1z69RoFglSpQQiuApqcJz9SwQCBTC1dWV0PWhXL13jA2nFiKRFI473lvOLuNl4mNG9p+IrVX+eh6UVcSdf3j1+iW/29vKvRc3P54kJFHctChaCkoOPlYvl3chNbFYjLa6ptyXDftobJd+SCSSnAtvedPW1sbR0ZGjR49y9678C8o5OzvTqlVrjh55x4nj7+Te/ucMGmxCvfo6BAefxt//2Df3l0gkTJq0na1bLxMSEkKPHj0AcHJyYtOmTbRv3560tDRZhy34l4/DYevXr8+IESMoX748jRs35tixY/kaDgv/GxJrbm6Oo6MjCxcuZNq0aTlren+Jk5MTTk5OXLt2jQ0bNuDk5ESLFi1yticlJXHnzp2cn7W0tFizZg21a9fG0dERHx8fWrVqlWsO90erV6+mWLFitGrVKue5KVOmkJaWRo0aNbCzs8Pb2ztfr1MgEHxKJP043kQgEAi+Yv369bi7u1PZtg5u9caiIudCUflx58kN/A6MoYFLE6YMn5/nIjjKrt/ortx7GMEk10Zoqinv+z9x1xHqOFdiYh93hbQfdv8hA+csIrTTAuraVpdr27+v7oqBkR4Xlm2Wa7sfmXVywaSYaU6yJm9ZWVnMmzePKlWq4OvrK/f2JRIJHTq0JynpFWsDilOsmHJU9x818hk3bqQxZUoHunev9dl9PibcW7ZcIjg4GDc3t1zbjxw5QuvWrfn999/ZtWsX2tqFf2UJZSMSiRAui/NOeL8UIy0tjUePHmFra6uQUU2C3PL6eQg93QKBIE+6d+/O1q1buRV9lrVHp5KZlaHokD4rLSOFNUcmYWpcjNEDp/w0CXdicgKR98OpYVtCqRPujKws0jIzKW2tuOFt2RLFVC8HKGloxZ0njxR2IdrYuRYPHz4kJSVFIe2rqqri7OzMxYsXc4bEypNYLGbFCn+yssTMmhlHdrZyJARz55lRqpQ6U6duZ9++G59sz8rKZvToTWzZconAwMBPEm6Axo0bs3//fs6dO0erVq14//69PEIXCAQCQQEQkm6BQJBn7dq1Y8/fe7j7/DqrDk0gPVP51kNc8vdwMrPSmTHGFx1t5azu/T2WBs5FIpFQ295G0aF81Z0X8UilUhwUVEQNPiyzBPIvpAZQwaw0qelpPIl/Kfe2AcZ17Y9UKs3XPNOC1qRJEzQ0NPDz81PIzQdzc3MGDx5KREQamzYlyr39zxGLxfitsMDMTI0RIzZw5sz/pgCkp2cyePA69u37h40bN361QFD9+vU5ePAgV65coXnz5rx9+1YO0QsEAoHgRwlJt0AgyJdmzZpx6NBBHifcZcWBsaSkK8fcSYB9V4J5HH8PL48RONrJv4KzrEgkEk6eP0RZi2IY6yr3kNKoF68AsLdSTBE1+N+cbnkvGQZQ62MFcwXN6y5rbYeRngFhYWEKaR8+vO+1atUiPDycc+fOKSSGjh07UrFiRYKDEoiKUo450KqqYtastURPX8zAgUHcuBHN+/fp9OsXyNmz99i1axedO3f+5nl+//13Dh06xD///EOzZs1ITk6WQ/QCgUAg+BFC0i0QCPKtbt26HD9+jNcpT1i2byTJKW8UHRKxcXc4/M9Gajr/TmfXT4dmFmab94SQnpHB70reyw3w+E0i5ibG6GhpKSyGrGzFVC8HqGpRDrFITNTjh3Jv+6MW1eoQExOj0F7Q2rVro62tzYoVK5BIJAqJYcmSJWhrazJ92itSUxUTw39paooJCLBAXR08PVfTo4c/YWHPOHjwEC1btszzeWrVqsWRI0e4ffs2jRs3JjExUXZBCwQCgeCHCUm3QCD4LtWqVeP0mdNkit+y+G8f4pOfKSyWrKwM/PaPQU9Xnz99Zv8087g/2rArGFM9XexMjRUdyjclpKRT1la+a1T/V3b2h3W65V29HEBdVf3/K5grLuke260/ALdv31ZYDGKxmIYNG/Lo0SOOHDmikBg0NTWZPXsecXFZLF8mn3Vr80JPT5VZs01JTc3kwYM4jh8/Qd26dfN9nurVq3Ps2DHu379Pw4YNefNG8Tc/BQKBQPB5yluNRyAQKKXs7Gz69OlDdnY269at48LFCzRq2IjFf/swsNlsLI1LyT2mFQfGkZL+jrl/BmGgZyj39mXp6q2LvEmM548qFZT+ZkKWREK6gouoAWQqcHg5gL5GESJi7iukbYBS5laYGhgTHh5OjRo1FBaHs7MzJ0+eZOXKlTRo0AA1NflXEq9WrRotWnxYKql6DW3q1lV8nYfY2AxmTH+NubkZBw8eply5ct99LmdnZ44fP06jRo1o0KABR48excTEpACjFQgEhUlsbCzx8fK5yWhiYiKsCZ4PQtItEAjyTCqV4uXlxbp169i2bRsANjY2nL9wnmZNm7Fk73D6NZmOnXlFucV0Mmwnd5/dxLOzF07lq8mtXXnxC16AppoqztaKmyOdV/dexCNRcBE1AInkQ/EuRfR0A9gYWhIWcxepVKqwGyVtXBqyZt8WEhMTMTAwUEgMAM2bN2fLli3s2bOHDh06KCSGcePGcfnyJRYuiMPRURNTU8Vd+kRGpvHnhDgsLUtx6NARihcv/sPnrFSpEidOnKBhw4bUr1+fY8eOYWpqWgDR/no0NDSU/uamMrG2VuyoJkFusbGxlHF0JFVOq1doaWsTFRmZr8Tbw8ODkJAQ+vfvz8qVK3Nt8/Lywt/fH3d3d4KDgwF4/PgxU6ZM4cCBA8THx2Nubk7btm2ZNGkSxsbKP/rv34SkWyAQ5Nm4ceNYvXo1gYGBtGvXLud5U1NTTp46SZvWbVhxYCy9GvxJBZvPr0VbkF4mPGHX5VVUdHTGvVN/mbcnb3FvXnH/URR1S5dEXVX+85Pz62MRNQerH08kfkT2x55uBSXd5U3tORdznbikN5gaKOaiYFyXfqzdv5WIiAhcXFwUEgOAo6MjhoaGrF27lhYtWqClgLn+YrEYP78VdOvWmdmzXrFgoTkqKvJPrC5dSmH6tDiqVKnO33/vw9Cw4EbllC9fnpMnT9KgQQPq1avHsWPHMDc3L7Dz/yrS09OFdafzSCQSER0dregwBP8SHx9PakoKfRcsw6KUvUzbevbgHmtGDiY+Pj7fvd1WVlZs2rQJX1/fnL8JaWlpbNy4Mde5Hj58SM2aNXFwcGDjxo3Y2toSERHBqFGjOHDgABcvXsTIyKhAX5csCXO6BQJBnsydO5e5c+eyaNEievXq9cl2PT09Dhw8QCvXlqw5PJmTYTtkevEikUhYsncYmhqaTB0xH1WVn+8e4pK1s5FKpbjYFY7ehJjXiRQ1NEBPV0ehcXwspKao4eU1rCoDcOfxI4W0D2BubIq5UVHCw8MVFsNHbdu2JSkpiS1btigshuLFi+PlNZiwsDS2bkmSe/uHD71l0sSXNGnSgiNHjhVowv2Ro6Mjp06dIjk5mbp16/LkyZMCb+NX5OHhQdu2bT+7rV69evj4+Hzy/K5du3J6zBcuXIi+vj4pn+l9TEtLw8DAgEWLFn32/BEREXTo0AEbGxtEIhGLFy/OU8xSqZQFCxbg4OCAhoYGVlZWzJo1K2f7jRs3cHJyQldXl9atW5OQkJCzLSsrC2dnZ65cuZKntgTKx6KUPdblKsj08SNJvbOzMyVKlGDHjh05z+3YsQMrKyucnJxynvP29kZdXZ3Dhw9Tt25dSpQoQfPmzTl69ChPnz5lwoQJP/Q+yZuQdAsEgm9avXo1Y8eOZeLEiQwbNuyL+2lqarJlyxaGDR/GtvN+bDzjS1Z2pkxiWntkCskpb5jkMwdTEzOZtKFIWVlZnLt8ggrFzTHQVlwl8PxISEmlrK2NosPIWTJMEdXL4cOyYSKRiEgFLRv20R91mvLixQtev36t0DhKlCiBqakp69atU+jyVl26dKFcuXIEBr7hzp10ubQplUoJ/SuBefPi6NWrN9u375Bpb7+DgwOnTp0iPT2dunXrEhsbK7O2BHnj5uZGamoq27dv/2Tb9u3bSUlJoWfPnp89NiUlhZIlSzJnzhzMzPL+d27o0KGsXbuWBQsWEBUVxd9//0316tVztvfp04cGDRpw/fp1EhMTcyXkCxYsoHbt2lSr9vNN1xIoj169ehEUFJTzc2BgIJ6enjk/v3nzhkOHDuHl5fXJd6aZmRndu3dn8+bNhWpkipB0CwSCr9q8eTMDBgxg8ODBTJ069Zv7q6iosGDBAgIDA7ly7zArDozhXWrB9ixdvnuEsJjzdHLtiUu1egV6bmWxbvsaMrIy+d3BRtGh5IlEIiEtM4vSCp7PDf8bXq6oOd066lpoqWkQpcCeboBRnfogFomJiIhQaBwA7dq1Iy0tjdDQUIXGsXTpUjQ1NZkxXfbLiKWnS5g1M57g4ASmTp3K6tWrUVWV/YicUqVKcerUKSQSCXXr1uXRI8X+Hv7qihYtiqurK4GBgZ9sCwwMpHXr1hQtWvSzx1arVo358+fTpUsXNDQ08tReZGQk/v7+7N69m9atW2Nra0vlypVp1KhRrn369u2Lg4MDXbt2zVnp4OHDhwQGBjJz5szveKUCQd717NmTs2fPEh0dTUxMDOfOnaNHjx452+/du4dUKsXR0fGzxzs6OpKQkEBcXJy8Qv5hQtItBx+HBQmPgnvY2Ngo+mP9JRw4cIAePXrQo0cPFi9enK8CM7169eLEyRO8SXvKwj2DeP4mukBiSnwfz6azvpSydmCg2/ACOacy2rYvFAsDPWyMC0c19ofxCWRLJAovogb/6+lW1PBygCLqutyOVlwFcwATfUOKFzUjLCxMoXEAFCtWDEtLSzZt2qTQiyRtbW1mzJjFy5eZrPCT3QiA+Pgshg97xcWLGWzdupVJkybJtUCXjY0Np0+fRkVFhbp163L/vmJ/F391vXv35tSpU7lugERHR3PixAl69+5doG39/ffflCxZkr1792Jra4uNjQ19+vTJtaRcpUqVOHLkCFlZWRw7doyKFT8UPx0wYADz5s2jSJEiBRqTQPBfJiYmtGzZkpCQEIKCgmjZsmW+Vl742MNdmAof/nyTIJVQTExMoRr+UBgUpn9khdWZM2fo0KEDLVq0ICAg4LsSGBcXF65cvYJrK1cW7RmCe/3xlLf+7btjkkgkLNo9FJFIxMwxvqirqX/3uZTZ+aunSEpOpHn1SoXmd/32s5cAlC6h+KRbIv3Qg6monm4AK30zbitw2bCPujVoyZxNa3j16pXCK1p36NCBZcuWERQUxOjRoxUWR82aNWnatDkHDhygeg1tfv+9YGsQ3LmTzuRJ8airG3L27D6cnZ0L9Px5ZWVlxalTp2jQoAF169b94rzkX12/fv2oVKmSTNto2rQpFhYWBAcH54wYCwoKwsLCgiZNmhRoWw8fPiQmJoatW7eybt06srOzGTZsGH/88QfHjx8HYO3atXh5ebFgwQJcXFwYN24c69atQ1tbm2rVqtG0aVMePHhAly5dmDFjRoHGJxB85OnpyaBBgwDw8/PLtc3Ozg6RSMTt27c/+90VFRWFoaFhoVoiUUi6BQLBJ27cuEGrVq347bff2Lx58w+tr2tjY8OFixfo3r07q/7+kzY1+tGwYsfvSiY3nl7Em7cvmDxsLsXNC0dxse+xImQh2upqVLYqPNWHY+ITMNLTw1BP8T0k2R8LqSkw6S5rasfVp+EkvX+Lvo7i3pNhf/Ri3pYAwsPDadCggcLiANDX16dkyZLs3r2brl27YmWluBs0f/75J1euXGbB/Dgcy2hgUrRgLodOnHjHgvmvqVixMrt3/63wCuKWlpacOnWK3r17c/78eYXGoqxatGgh86RbRUUlZxmkyZMnIxKJCAkJwcPDAxWVgq09IZFISE9PZ926dTg4OAAQEBBAlSpVuHPnDqVLl6ZcuXKcOnUq55jXr18zZcoUTp8+zeDBg3FxcWHHjh1Uq1aNGjVq4OrqWqAxCgQAzZo1IyMjA/hwY+rfjI2Nady4MStWrGDYsGG55nW/ePGC9evX4+bmVmg6JkBIugUCwX/cuXOHpk2bUrp0aXbv3o2mpuYPn1NXV5edO3fy559/Mnv2bF4kRNP5dx/UVPLeUx0ec4FL9w7RokFbmtRt9cMxKavnL58S/eQhjRztUC3gizFZik9JoXJpB0WHAUCWRPE93dWKV2TdjV1EPX5IjTKyvaD/Gj1tXWzNihMWFkb9+vUVfoHStm1bfH19Wb16NdOnT1dYHGKxmBUr/OnWrQtz5sQxb74ZYvH3vzfZ2VJCQhLYsD6R7t27sWbNWoUsj/Y5ZmZm7Nu3T9Fh/JT09PRISvq0ZkliYiJ6enq5nvP09GT27Nk5vc2xsbGfXQnkR5mbm6OqqpqTcAM582JjY2MpXbr0J8cMGzYMHx8fihcvzsmTJ5kxYwY6Ojq0bNmSkydPCkm3QCZUVFSIjIzM+f//Wr58ObVq1aJp06bMmDEj15JhlpaWha72gJB0CwSCHLGxsTRu3JiiRYty4MCBAp3XJRaLmTVrFuXKlcPTszdxyU/p03gKRbS+PWf5XVoyQcdnYFHMiuH9CtcSEfnlu2YWIqBmqfyte6lIEomE9MxsSlsrR8zZSjCnu45NVQCiYhWbdAO4NW7L5JClPH/+HAsLC4XGoq2tjaOjI0ePHqVnz565EgN5s7Kyon//gfj5+bFtWxKdOhl813nevs1m9ux4rl5JZfbs2YwZM0bhNzcE8lGmTBkOHDjwyfNXrlz5JLktVaoUdevWJSgoCKlUSr169ShVqlSBx+Ti4kJWVhYPHjzIOf/du3cBsLb+dITYsWPHiIqKIjg4GPjw/ZmZ+WHVkY//FRQuzx7cKzRt/Pfm1L/Z29tz9epVpkyZQufOnXn9+jVmZma0bduWyZMnF6o1ukFIugUCwf979eoVjRs3RkVFhcOHD2NsbCyTdrp3746dnR1tWrdhwS5v+jWZjqXx1y88luwZRnZ2FjPH+KKlqS2TuJRBRkYGl2+cpXIJC/S0fnyEgbw8TkgiKzsbByWYzw2QLVHskmEARtoGaKppEPX4ocJi+GhIux5MC/UjIiJC4Uk3QOvWrblz5w7+/v74+voqNJYePXpw/PhxAtZG4uSkhb193ipEf/TwYQZTp8Tz/r06Bw4coEmTJqxfv57Hjx8zduxYGUUtkLekpCRu3ryZ6zkjIyO8vLxYvnw53t7e9OvXDy0tLY4cOUJAQAB//fXXJ+fp3bs3ffv2BT7Mq/6WjIyMnMriGRkZPH36lJs3b6Krq4udnR3woTdw586dHDt2DIBGjRrh7OyMp6cnixcvRiKR4O3tTePGjT+5yZWamoq3tzebNm3KuUnp4uKCn58f3t7ebN++/YtriAuUj4mJCVra2qwZOVgu7Wlpa+d7TvXHmztfsmvXrlw/W1tb51parDATqpcriIeHR04lbjU1NUqWLMnIkSN5//59rv22b99OvXr10NfXR1dXl4oVKzJt2rRcVSjhwxenoaEhRkZGpKamftLevyuoa2lpUaZMGebPn//NAm9TpkyhTJky6OjoYGhoSKNGjbh06dJXj6lXr95nK463bNkyZ5/169djZWWFkZERo0aNynV8dHQ0Dg4OCl3P9VeTlJREs2bNSE5O5ujRo1haWsq0vRo1anDl6hWsbM3x3TOUK/eOfnHfnRdW8TwhGp8+47Cz+XRY3M8kYNNyMrOzqG1vo+hQ8iX86f8XUVOCyuUAWf8/p1tFgT3dALpq2tyOUexa3QCa6pqUtrQhLCxMKYp6qqqq4uTkxMWLFz9JZBRh6dKlqKtrMGP6K9LS8r6M2MmT7xgy+DnGxnZcu3YjpyCWVCpl3LhxrFmzRlYhC+Ts5MmTODk55XpMmjQJGxsbzpw5w4MHD2jSpAnVqlUjODiY4OBgOnbs+Ml5OnTogIaGBhoaGrRv3/6b7T579iynvefPn7NgwQKcnJzo06dPzj7x8fE8ePC/7xmxWMzff/+NiYkJderUoWXLljg6OrJp06ZPzj9t2jRatWpF5cqVc55bunQpN2/epE6dOrRq1YoOHTrk890SKEqJEiWIiozk2rVrcnlERUZSooRyjHArDERSZfgL/JMTiUSfXOh4eHjw8uVLgoKCyMzM5MyZM/Tp0wd3d3f8/f0BmDBhAnPnzmXYsGG0a9cOCwsL7t27x8qVK6lTpw5Dhw7NOV9oaCirVq1CKpUycOBAunfvnqs9GxubnDusaWlpHD16lIEDB7J8+XL69+//xdg3bNiAqakpJUuWJDU1FV9fX7Zu3cr9+/e/uK7kmzdvcgojwIcCHZUqVWLt2rV4eHgQHx+PlZUVwcHBlCxZkpYtW+YsFwDQvHlz+vbt+9U/SJ97TwXfJyUlhaZNmxIREcGpU6eoUKGC3Np+//49AwYMJDT0L2o5tuSPWt6oq/6vp+n+8zCW7R1B7er1mTkmf0uWFUbNuv+GoYYKQxq5KDqUfPE7fp7XqRnsWzxHKT4jvy072Hj4OGFD92GgqbgiZi1D+vEmK4F7644oLIaP/HavZ+SquXh6eiq0gNlHEomEefPmYW9vz+rVqxX+e3Pu3DlGjx5JixZF8Bn2+b9tH2VnSwlY+4YtW5Lo2rULa9cGoK2dewSOl5cXa9eu5cSJE7i4FK5/z78y4doi74T3SnHS0tJ49OgRtra2BVJ3R/Bj8vp5CD3dCqShoYGZmRlWVlZ069aN7t275wyruHz5MrNmzWLhwoXMnz+fWrVqYWNjQ+PGjdm+fTvu7u65zhUQEJCznnJAQMBn2ytSpAhmZmY5azZWrFiRw4cPfzXGbt260ahRI0qWLEm5cuVYtGgRycnJ3Lp164vHGBkZYWZmlvM4cuQI2traOXd9Hz58iL6+Pp07d6ZatWrUr18/Z/jUhg0bUFdXz9MdYMGPy8jI4I8//uDGjRvs379frgk3gI6ODuvWhRAQEMC1h8dYtHsQLxMff4gtM41VhyZgZGjC2EHTFH5RLmvHzx/i7fu31HGwVXQo+Rb/LgVH2xJK8xkpQyE1gDImtjyNf0VK2qejj+Stb/OOqKqoEh4eruhQgA+9cbVq1SI8PJxz584pOhxcXFxo2LAxe/e+5dy591/cLy4ui9GjXrF9+1sWLVrE+vUbPkm4ARYvXkzNmjXp0KEDjx8/lmXoAoFAICgEhKRbiWhpaeUUrVi/fj26urp4eXl9dl8DA4Oc/3/w4AEXLlygU6dOdOrUifPnz/Pw4ZfnEUqlUk6ePElkZGS+loLKyMhg9erV6Ovr52t5jYCAALp06YKOzoe1UO3t7UlJSeHGjRu8efOGK1euULFiRd68ecOkSZNYvnx5ns8t+H7Z2dm4ublx7Ngxdu3axW+/ff/62T9CJBLh6enJlSuX0TZSY/7OgVy5d4xle0eRnpHKjFGL0NPVV0hs8rT6ryUU0dSgQnEzRYeSb2mZWUpTRA3+t2SYopPuqpblkSLl7tNohcYBoK6uTjkbO8LDw5FI8j6EWpZq166NtrY2K1asUIqYpkyZgrGxEfPnxfH6ddYn28+de0//fs+JiyvCsWPHGTZs2BdvNKmrq7N161Y0NDRo167dZ6d9CQQCgeDXISTdSuLy5cts2LCBhg0bAnDv3j1KliyZp6Q4MDCQ5s2b58zpbtasGYGBgZ/sN2bMGHR1ddHQ0KB+/fpIpVKGDBnyzfPv3bsXXV1dNDU18fX15ciRI3kunHD58mXCw8NzzT8yNDQkJCQENzc3qlevjpubG02bNmXkyJEMHjyYR48e4eTkRPny5dm2bdtXz79161ZUVFQ+O4dceHz9oaqqytatW9m4cSONGjXK0+cpSxUqVODatau0/6M9Icdn8ejVbXp39aZ8mcqKDk3mYp4+4snzGGrb2yh8HnJ+PU1IIjM7m9JKUkQNIPv/EzhFVi8HqFOyOvChgrkyGNCqCykpKcTExCg6FODD59OwYUMePXrEkSOKH4IvFotZvtyPtDSYOycOieTD0NmMDAnLlsUzedJL6tVrxq1b4dStW/eb5zM1NWX37t3cvn2bvn37CkNxBQKB4BcmVC9XoI/JbFZWFpmZmbRp04Zly5YBH3qj8zJUMzs7m5CQEJYsWZLzXI8ePRg2bBhTp07Nte7dqFGj8PDwIC4ujgkTJtCgQQNq1ar1zTbq16/PzZs3iY+PZ82aNXTq1IlLly5hamr6zWMDAgIoX7481atXz/V8u3btaNeuXc7PJ0+eJCwsjOXLl2NnZ8fGjRsxMzOjevXq1KlT54ttNWjQgNWrVytFL0lhVK5cuTz9DsiLrq4uoaF/Ua5cWaZMmcqRM/twqVYPe9syig5NpnxXz0QsFvFbSeXpLc6r8Gf/X0TNRnlil2Qrvno5gKVeMdRV1ZQm6XZr3JYhfjMJDw/H1lY5pjE4Oztz8uRJ/P39adCgQb5GX8nCh+lX/Vi5ciU7diRRrZo2s2a+5smTLJYvX46Xl1e+plFUrlyZ4OBgOnfuTOXKlRk5cqQMoxcIBAKBshKSbgWqX78+/v7+qKmpYWFhketiw8HBgbNnz5KZmfnVi5BDhw7x9OlTOnfunOv57OxsDh8+TPPmzXOeMzExwc7ODjs7O7Zv346dnR2//fbbN3s5dXR0co777bffsLe3JyAggHHjxn31uJSUFDZt2sS0adO+ul96ejpeXl6EhoZy//59srKycnoRHBwcuHTpEq6urp891tjYmN69e3/1/ILCRSQSMX78eNq1a0eXLl3oO7orXm7D6diqh9LMGS5IaWkp3Ai/TBXr4uhoqCs6nHx79OoNOlqaFDP69nrr8iL5/x5FZRg1oKOurRTLhsGHntzKpcpwKyKCFi1a5Lopq0gtWrRg8+bN7NmzRykqJbu7u3PixAnWrL5DUGAStraluHx5KxUrVvyu83Xq1Il//vmHMWPGUL58eZo1a1bAEQsEAoFA2Sn+iuQX9jGZtba2/iSx7tatG+/evWPFihWfPTYxMRH433zpmzdv5np07979iwXV4MMQ78GDBzNy5Mh8D3mTSqWkp6d/c78tW7aQnp5Ojx49vrrf9OnTad68Oc7OzmRnZ5OV9b+5dJmZmWT/f6+V4Nfi6OjIpUuX8Pb2YknAHEbNGEhC4mtFh1Xg/P9aTFZ2dqFbJuyjV2/fUcZaeYqowf+Gl4tQfExmOiaEPbqr6DByDG7bk/T0dB49eqToUHKUKVMGQ0ND1qxZoxRzn9+8eYOxsTFSKTRt2pKrV69/d8L90fTp02nRogVdunTh7l3l+X0Q5KahoaHwqV+F5WFtba3oj0sgKFSEpFtJ1ahRg9GjRzNixAhGjx7NhQsXiImJ4dixY3Ts2JGQkBDi4uL4+++/cXd3p3z58rke7u7u7Nmzh7i4uC+24e3tzZ07d9i+fftnt79//57x48dz8eJFYmJiuH79On369OHJkye51p90c3P7bK93QEAAbdu2xdjY+IsxREREsHnz5pze8DJlyiAWiwkICGDfvn1ERUVRrVq1vL5tgp/MxzoC+/bt415MFO7D2nP+6mlFh1WgDhzfRcmiRlgY6Ck6lO+SmpWtVEPL4UPSLUKkFDcC7E1siHn5lIz/L5KpaB1+b4KGmrrSVDH/qG3btiQnJ7NlyxaFxnHmzBl69OjB3bt32bFjF7t3784pAvojxGIxoaGhmJub06ZNG5KTkwsgWkFBS09PRyqV/vIP4Jv7REdHK/bDEggKGWF4uRKbO3cuVapUwc/Pj5UrVyKRSChVqhR//PEH7u7uBAQEoKOjk1N87d/q169PkSJF+Ouvvxg+fPhnz1+0aFF69uzJlClTaN++/SdFh1RUVIiKiiIkJIT4+HiMjY2pVq0aZ86coVy5cjn7xcbGfnLs3bt3OXv27FeXJJNKpfTr1w9fX9+cixotLS2Cg4Px9vYmPT2d5cuXY2lpmef3TPBzatGiBWFht+jVqxejZgykWb3WDPEcg76egaJD+yH7j+/ifep76jgXzjnrr5LfkZmVpVRF1OBD0q3oImofOVuUZU/kMR48j8WxRClFh4NYLKZa6fJcuh1Gq1atUFVVjsuAEiVKYGpqSkhICG3btkVfX74rFqSkpLBkyRL27NlDy5YtCQgIoFixYgXahr6+Prt376Z69ep0796d3bt3K83vqUAg+DnExsYSHx8vl7ZMTEwoUUJ+N92Dg4Px8fHJGe1b2IikQjlNmROJRELV0gImvKe/JqlUyrp16/AZ6oNYrMKwPhOoX6uJUvRofo8/+jUm9V0C41vURywufK/h+O377A+/w6aZkylerKiiw8nxp/9azt2M4OHIY4oOhbtxj2gY6M6G8QtpV7uxosMBYN/Fk/wxbQidO3emTBnlueHz8uVLVq9eTffu3b+4XKYs3Lp1i2nTppGYmMjixYvp3bu3TL9TDh48SMuWLRk7diwzZ86UWTuC/BOuLT4Q3gfllpaWxqNHj7C1tUVTUzPn+djYWEqXcSQtNUUucWhqaXMnKjLfiffjx4+ZMmUKBw4cID4+HnNzc9q2bcukSZNyRsfa2Njg4+ODj49PznHKmnR/6fP4L+W4xS0QCAR5IBKJcHd3p2nTpnh5eTNx/nDq/taI4f3+xMRIeZK+vLj7MIoXr57RqpJjoUy4AR7EvUZTQx2Lol+eQqII2dkSxEpyI8bO2BpVFVWlqWAO0PK3emhpaBIeHq5USXexYsWwtLRk06ZNdOzYkaJFZftvOi0tjYCAADZs2ED16tU5efIkdnZ2Mm0ToFmzZsyZM4fRo0dTsWLFTwqhCgQCwfeIj48nLTUF41YjUDOW7Qi0zNePeb13IfHx8flKuh8+fEjNmjVxcHBg48aN2NraEhERwahRozhw4AAXL17EyMhIhpF/6ltFqwuKMK5JIBAUOmZmZuzYsZ2tW7dy+8Etegxpzb5jOwvVnfklAbNQURFT3Va5hmbnx4vkd5QuYaV0Q2QlUgkqIuWISSwWo6OmpTQVzD+qVbYyd+7cISMjQ9Gh5NKhQwckEglBQUEybefy5cv06NGDrVu3Mn36dM6cOSOXhPujkSNH0q1bN3r16sXNmzfl1q4g/zw8PGjbtm3Ozy9evGDw4MGULFkSDQ0NrKyscHV15dix/42ssbGxYfHixV8855o1a/j9998xNDTE0NCQRo0acfny5W/GEhYWRt26ddHS0sLS0pJp06bl+rt348YNnJyc0NXVpXXr1iQkJORsy8rKwtnZmStXruTvDRAUOmrGVmiY2cn08b1Jvbe3N+rq6hw+fJi6detSokQJmjdvztGjR3n69CkTJkygXr16xMTEMGzYsJzCff926NAhHB0d0dXVpVmzZjx//jzX9qCgIBwdHdHU1KRMmTK5ilJHR0cjEonYsmUL9erVQ1NTk9DQUGJiYnB1dcXQ0BAdHR3KlSvH/v37v+s1folyXJUIBALBd/jjjz+IjLxNu/ZtmbXsT0ZMH8CLV88UHdY3vUt5R1jkDarbWKGlrth1iX9EalYWZZSsiBqARCJVqikHRbUNiYi+p+gwchnZqQ9ZWVlKV0lbX1+fkiVLsnv3bh4/flzg509ISGDq1KkMHToUOzs7bt26xfjx4+U+t10kErF27VocHR1p06bNV4ueCpRHdHQ0VapU4fjx48ybN4+wsDAOHjxI/fr18fb2zvN5Tp48SdeuXTlx4gQXLlygRIkSNGnShKdPn37xmOTkZBo3boyFhQVXrlxh2bJlLFiwgEWLFuXs06dPHxo0aMD169dJTExk1qxZOdsWLFhA7dq1heK0AoV58+YNhw4dwsvLCy0trVzbzMzM6N69O5s3b2b79u0UL16cadOm8fz581xJdUpKCgsWLOCvv/7i9OnTxMbGMnLkyJzta9asYcKECcycOZPIyEhmzZrFxIkTCQkJydXemDFjGDJkCJGRkTRt2jSnltTp06cJCwtj7ty56OrqFujrF5JugUBQqBkbGxMSEsL+/ft5+iqGHkPbsG3feiT/v2yUMloeNI9siaTQLhMG8OZdChmZWTgoWRE1+P9CakrS0w1QyrgE957GKNXyh/UqVUdHS1vpqpjDh0rmYrGY1atXF9g5pVIp+/fvp1u3bly6dInAwEBOnDiBg4NDgbWRX1paWuzatYu0tDT++OMPMpWkwr3gy7y8vBCJRFy+fJk//vgDBwcHypUrx/Dhw7l48WKez7N+/Xq8vLyoXLkyZcqUYc2aNUgkkly95Z87Ji0tjeDgYMqXL0/79u0ZP348ixYtyuntjoyMpG/fvjg4ONC1a1du374NfBjSGxgYKNQQECjUvXv3kEqlODo6fna7o6MjCQkJZGdno6KiQpEiRTAzM8PMzCxnn8zMTFauXEnVqlVxdnZm0KBBuf7dTJ8+nYULF9K+fXtsbW1p3749w4YNY9WqVbna8vHxydnHwsKC2NhYXFxcqFChAiVLlqRVq1bUqVOnQF+/8lyVCAQCwQ9o3rw5ERHhuLu74btmFoP+9CDmqfKsRfyRRCLhyOl9OJgVxVSvYO+iylPY0w93nktbK2NPt/IMLweoZO5IRlYmsa+ef3tnOapbsRr37t0jLS1N0aHkoq2tTdmyZTl69GiB9MQ/fvyYoUOH5qyVHRUVRa9evZRiNISVlRXbt2/nwoULuQoGCZTPmzdvOHjwIN7e3p9dRs7AwOC7z52SkkJmZuZX57JeuHCBunXroqGhkfNc06ZNefbsWc7yXZUqVeLIkSNkZWVx7NixnPXlBwwYwLx58yhSpMh3xygQyNrHm0df+27W1tamVKn/rQRibm7Oq1evAIiLi+Px48f07t0bXV3dnMeMGTN48OBBrvNUrVo1189DhgxhxowZuLi4MHnyZG7dulVQLyuHUEhNDqytrZXij/vPxNraWtEhCJSQnp4e/v7+dOnShd69++AxrAPd23nSo31vNDW0vn0COdh5cBNp6Wn8bl9B0aH8kPuv3qCupoqVmamiQ/mERCpVqnnmta2dmQdExj7A1ry4osPJMaZzX/ZfOsWdO3eoVKmSosPJxdXVlaioKFasWPHVubFfk5aWRkhICOvXr8fCwoIDBw7QrFmzgg20ANSuXRs/Pz/69evHlStX5FLQR/CBSCRi0qRJNGnS5Jv73r9/H6lUKpPig2PHjsXS0pJGjRp9cZ8XL15gY2OT67mPy9q9ePECW1tb1q5di5eXFwsWLMDFxYVx48axbt06tLW1qVatGk2bNuXBgwd06dKFGTNmFPjrEAi+xs7ODpFIxO3bt3PVSfgoKioKQ0NDTExMvniO/34//rvS/scRjmvWrKFGjRq59lNRUcn1839vnPXp04emTZuyb98+Dh8+zOzZs1m4cCGDBw/O8+v7FiHploOPdyAFAoF81K1bl1u3/mHmzJksWLCAAyd2M8hjJPVqKn55sb+2r8VYV5vSZoWr2vp/vUh6i51VcVSUKLn96ENPt8q3d5STSmaOqIjFRD1+SIsadRUdTo7qZSqip6NLeHi40iXdqqqqODs7c/HixZziUHkllUo5c+YMixcv5vXr14wdO5axY8fm6iFUNn379iUzM1MociVnIpEoZ4mib8lLL9z3mDdvHhs3buTkyZNfXW7oc23/N6Zy5cpx6tSpnO2vX79mypQpnD59msGDB+Pi4sKOHTuoVq0aNWrUwNXVtUBfi0DwNcbGxjRu3JgVK1YwbNiwXPO6X7x4wfr163Fzc0MkEqGurp7vKVkfV8B4+PAh3bt3z3d8VlZWDBgwgAEDBjBu3DjWrFkjJN0CgUDwLdra2sycORNPT098fHz4c95wqlSsgU/vcZS0tldITGFRN4l7/ZJ2TuWUZkmr75WSmYWjEhZRgw893Yq+ufJvYrEYbXUtpVo27KPGzrXYcfYIKSkpaGtrKzqcXBo3bsyNGzfw8/NjzZo1efpMnzx5gq+vL+fPn6dJkyYsX74ce/sP/97LlSvHoEGDGDhwoKxD/y7yXJtckH/29vaIRCIiIyM/20v3PRYsWMCsWbM4evRozlDwLzEzM+PFixe5nvs4rPZjj/d/DRs2DB8fH4oXL87JkyeZMWMGOjo6tGzZkpMnTwpJt0Duli9fTq1atWjatCkzZszItWSYpaVlTt0BGxsbTp8+TZcuXdDQ0Phq7/e/TZkyhSFDhqCnp0fz5s1JT0/n6tWrJCQkMHz48C8e5+PjQ/PmzXFwcCAhIYHjx49/ce7591K+LgqBQCAoQKVKleLvv/9m//79JKe+wWN4B3zXzCL5baLcY1kWOBd1VRWq2CjPEOPvkZySRnpmplLO5wblm9MNYKSpT0SMclUwBxjbtT9SqZTIyEhFh/IJsViMi4sLERERnDt37qv7pqWlsXbtWrp3787jx4/ZsWMHBw8ezEm4AerXr8/o0aN58uSJrEMX/ISMjIxo2rQpfn5+vH///pPtiYmJ+Trf/PnzmT59OgcPHvxkfunn1KxZk9OnT+da5u/w4cNYWFh8Muwc4NixY0RFRTFo0CAAsrOzc4r1ZWZmKlVhR0HBynz9mPQX92X6yHz9fatL2Nvbc/XqVUqVKkXnzp0pVaoU/fr1o379+ly4cCGnrsG0adOIjo6mVKlSFC2a95GBffr0Ye3atQQHB1OhQgXq1q1LcHAwtra2Xz0uOzsbb29vHB0dadasGaVLl8611FhBEEkL08K2AoFA8AMyMjJYunQp06ZOQyQS49FxAO2bd0FNTV3mbScmJ+Dq/ju17W1oXbmszNuTpXP3otl5I4LgyeOws7JUdDif6DtzPm/fpHNhwBZFh5Kj55aRXH52i/gdl5SqFx7AovPv6Bsb4u7uruhQPiGRSFi4cCHFihUjNDT0k7n62dnZHDhwgDVr1pCQkMCoUaMYP378ZwtdJSUlUaZMGVxcXNi2bZu8XoKgEPn3/NCPPDw8SExMZNeuXTx69IhatWphZGTEtGnTqFixIllZWRw5cgR/f/+cm1c2Njb4+Ph8sTjevHnzmDhxIhs2bMDFxSXn+Y+Fn+BDj+DOnTtzKjMnJSVRunRpGjRowPjx47l37x4eHh5MmjSJESNG5Dp/amoqTk5ObNq0icqVKwPQokULihcvjre3N61atWLRokV07Ngxz++DQHmkpaXx6NEjbG1tc01JiI2NpXQZR9JSU+QSh6aWNneiIilRQjlvwMvLlz6P/xKGlwsEgl+Guro6I0aMoGfPnkyaNInla+ez8+AmvNxG8HuNBjJNhpYEzEEileJiZyOzNuTl3qt4VFVUsDE3+/bOCiBRsiXDACoUK83JR5d59voVliafHwqqKC2q1WH98b959+5dga9L+qPEYjENGzbk77//5siRIzRt2hT4MJf1/Pnz+Pv78+DBAzp27MisWbOws7P74rn09fXx9fWla9eu7Nu3j5YtW8rrZQgKMYlEkrOOu62tLdevX2fmzJmMGDGC58+fU7RoUapUqYK/v3+ez7lixQoyMjL4448/cj0/efJkpkyZAkB8fHyuisv6+vocOXIEb29vqlatiqGhIcOHD//skNlp06bRqlWrnIQbYOnSpXTr1o06derQrVs3OnTokI93QVAYlChRgjtRkcTHx8ulPRMTk18+4c4PoadbIBD8MubNm8fFixfZsWMHAOHh4YwYMYLDhw9TuVxVBvcaTRm7cgXerkQioVGXKtiZGNKr9reHESq72ftOYGxsTOCkMYoO5bN6TZ1D1js43W+DokPJcTr6Ct03j2DvjFU0dK6p6HByefD8MeV7t6R58+ZUr15d0eF81qJFi9DW1mbr1q3cvXuXFStWcP36derUqcP8+fPzHLdUKqVp06bcu3ePiIgIpZvHLlCsz/XwNmvWDDs7O5YvX66gqORP6OlWbnntWRXIR14/D+XqChAIBAIZefToEZMmTaJcuf8l1eXLl+fQoUMcOHCADGkqvUd2YuL84TyMvV+gbW/cHUx6Rga17W0K9LyK8j4jE0db5b27LZVKURErT/VygBrFKyEWiYh6rHzF1EqZW1HUwIiwsDBFh/JFLVq04OXLl/Tp04c+ffqQlpbG3r17OXnyZL5uFIhEIvz8/Hj+/LmwZJLgqxISEti3bx8nT5786lJeAoFAkBdC0i0QCH4Jo0ePxtjYmDFjPu2dbdasGf/8c5M1a9Zw/3EUbkPbMmn+iAJLvjftDsZUTxc707wtTaPM3qdlkKbERdTg/9fpVrJ50xqq6mipayplBXOA1jUb8OTJE5KSkhQdyieSkpK4d+9DEbr4+HgCAwO5desWLVu2/K4pIfb29owfP5758+cTERFR0OEKfhKenp7079+fESNG0KZNG0WHIxAICjkh6RYIBD+9U6dOsW3bNubMmfPFOauqqqr06dOHe/fusmrVKu49jvyQfC8YyaPH3598X711kTeJr6nrYKt0BbS+R/izD0vWOJSwUnAkXyaRSJSupxtAX70IETEFO4qioIzr2h+RSKRUSei7d+84ePAgy5cvJzo6mkWLFvHkyRN69eqFisqPfb5jxoyhZMmSDBw4UBhGK/isnTt38uTJE2bOnPlTfHcLfj7Cd5dyyOvnICTdAoHgp5adnY2Pjw/Vq1ene/fu39xfXV2dvn375iTfd2Mi6DmkLZMXfl/yvTxoPppqqjiXUL4q39/j3st4xGIxJS3NFR3KF33o6Va+P2/WhpZExT749o4KYGlSDDMjE6UYYp6cnMzBgwdZtmwZt2/fZvLkyURHRzNs2DC0tLQKpA0NDQ1WrFjBmTNnCAkJKZBzCgQCgTyoqakBkJIinyrlgq/7+Dl8/Fy+RKheLhAIfmpBQUHcvHmTCxcufLLc0Nd8TL7d3d0JDg5mxoyZ9BzSlka/N8ej4wBsrEp98xxxb17xIPoO9UqXRE1V+Xpev8fThGRszM1Q/8YfF0WSSCWoKmFPdzlTey7E3iA+KQETfUNFh/OJDrWbsnx3KG/evMlZK1WeEhISOHv2LP/88w+6urqMHTuWoUOHyiyWhg0b0r17d0aOHImrqyvGxoV/+odAIPj5qaioYGBgwKtXrwDQ1tYWRmMogFQqJSUlhVevXmFgYPDNEVhC0i0QCH5aycnJTJgwge7du/Pbb7991znU1dXp168fHh4eBAUFMWPGTHoMaUOj35vTq9NArIuX/OKxi9fMQiqVUsvO+ntfgtJ5m5FBDVvlfj1SiRQVFeXr6a5hVYm1V7cQ9fghtfWrKDqcT4zq3Bu/PesJDw+nTp06cms3Li6Os2fPEh4ejpGRETNnzmTgwIHo6enJvO2FCxeyd+9exowZw9q1a2XenkC5aWhoCMkLYG2t3N/xAjAz+7Bk58fEW6A4BgYGOZ/H1whJt0Ag+GnNmDGDd+/eMWfOnB8+l7q6Ov37989JvmfOnEn3wa1p4NKMrm3ccbSvkGv/rKwszl85SQUrcwy0C2ZIrKKlZWSSnpmFg7XyzueGD3efxUrY0+1i7YwIEVGxD6ldXvmSblMDY6yKmhEWFiaXpPv58+ecOXOGyMhILCwsWLx4Mb1795brMl7FihVjzpw5DBw4EA8PD2rXri23tgXKJz09/aefJyssB/ZzEIlEmJubY2pqSmZmpqLD+WWpqanlucaIkHQLBIKf0v3791m8eDF//vknxYsXL7DzamhoMGDAAHr16kVQUBDz58+nz6guVCpbhc6t3ahdrT4qKiqEbFtNRlYmv/8ky4QB3H7+CqlUqtRF1ODDnG4VJZzTXURDB011DaVcNuyjzvVaMn/LWl69eoWpqWmBn18qlXL//n0uXbrEgwcPKFmyJGvXrqVnz56oq6sXeHt50a9fP4KDgxkwYAA3btz45rw8gUAgUBYqKio/XFhSIB/Kd1Xyk7OxsUEkEgmPH3zY2Ngo+qMUKLmRI0diZmbGyJEjZXL+j8n33bt32blzJ0WMtBg/ZyhdB7Vk695Qtu0NxcJADxtj5Zu7+73uvIhDJBJhV1y5i8Ipa9INUERNh9tKWsEcYGQnT8RicYFXMc/MzOTq1ausXLmSDRs2oKenx4YNG7hz5w69e/dWWMINIBaLWblyJZGRkfj6+iosDoFAIBD8vJTzquQnFhMTg1QqFR4/+IiJiVH0RylQYseOHWP37t3MmzdP5kNVVVRUaNu2LWfOnOHKlSvUrf87y4LmkfwuCV0NdeLf/TzVRZ8kJGFVrCiaGopLkPJCKpEq5ZJhAMX1zZQ66dbT1sW2mCVhYWEFMgQ1MTGRI0eOsGTJEg4cOICLiwtnzpzh2rVrdO3aFVVV5RhwV7lyZYYOHcqUKVOIjo5WdDgCJfGtDgAPD4/PHjd79myqVatGkSJFMDU1pW3btty5c+erbT1//pxu3bpRunRpxGIxPj4+n+xz5MgRHBwc0NfXx93dnYyMjJxtSUlJODg4EBsb+yMvWSAQyIiQdAsEgp9KVlYWPj4+uLi40LlzZ7m2XbVqVdavX090dDTu7u7EZWQx98BJ1p65yu1nL5EU8nl0yWnplLW1UXQY3ySRKm/SXda0FC8TXpOc8k7RoXxRz8ZtSUhI4MWLF991vFQq5dGjR2zevJlly5YRHh5O//79uX//Pjt27KB27dpKWaxq6tSpGBkZMXjwYGHOqwD4kAh/fCxevBg9Pb1czy1ZsuSzx506dQpvb28uXrzIkSNHyMrKokmTJrx///6LbaWnp1O0aFEmTJhApUqVPtkukUjo3r07AwYM4Pz581y+fJk1a9bkbB8zZgwDBgygRIkSP/7CBQJBgVOOW8wCgUBQQNasWUN4eDhXrlxR2IV98eLFCQ4OJi0tjc2bN7NkyWICz17FRK8Iv9kWp6q1JbqaGgqJ7XtlZGWRVgiKqAFIpRKlHV5etXhFQm/u4c7jR1QrXeHbByjA4LbdmR66gvDwcMzN874e+7t377h58ya3bt0iLi6OsmXL4u/vT/fu3dHR0eHs2bMYGxvLpSr59yhSpAhLly6lQ4cO7N69m7Zt2yo6JIGC/bsisb6+PiKRKE9Vig8ePJjr56CgIExNTbl27doXixTa2NjkJPGBgYGfbI+PjycuLg4vLy80NTVp3bo1t2/fBuDcuXNcvXoVPz+/PL82gUAgX8p5VSIQCATfISEhgYkTJ+Lh4UHVqlUVHQ6ampq4u7tz7dp1Ll68SDPX1hy6fZ/pe48TfO4aYU+ek5Wdregw8yTqeRxSqZTSSl5EDUAqBbGSJt11baoBEBWrvMXUtDW1sbe0ztMQc4lEwp07d9i8eTO+vr6cPXuWxo0bc/LkScLDw+nXrx86OjrAh4Jlo0ePlsdL+G7t2rWjZcuWDB48mHfvlHc0gqBwSUpKAvihNeeLFi2Kubk5hw8fJjU1lTNnzlCxYkUyMjIYOHAgK1euFApqCQRKTOjpFggEP41p06aRnp7OrFmzFB1KLiKRiBo1alCjRg0WL1nCpk2bCAoMJOT8dXQ1NaloWYyqNsWxMtJXymG3AFEv4hAB9iUKrhK8rEilUlTEypl0m+gYoqGmrtQVzAE8m3Vg9Jr5PHnyBCurT2+0vH79mhs3bhAWFkZycjKVK1dm2bJldOvWDQMDg8+es0uXLsydO5fZs2djaKicBQZFIhHLli2jXLlyeHp6ynW9coH8iUQi2rZti6Wl7IpDSqVShg8fTu3atSlfvvx3n0ckErFlyxaGDRvG0KFDadGiBZ6ensyePZuGDRuipaWFi4sL8fHxDB48mEGDBhXgqxAIBD9KSLqVgIeHByEhIfTv35+VK1fm2ubl5YW/vz/u7u4EBwd/1/4AL168YObMmezbt4+nT59iampK5cqV8fHxoWHDhp+Na8eOHcyaNYv79++TmZmJvb09I0aMoGfPnl99PVKplIULF7J69WpiYmIwNTVl4MCBjB8/HoAbN27g6enJvXv3aNCgASEhITkXYFlZWVSvXp1Vq1ZRrVq1/LyNgl9cVFQUy5cvZ9q0afkaEitvxsbGeHt74+3tze3bt1m3bh0hwcGcP3YOMwN9nKzMqGJtqXRrez9+k4h5URO0NTUVHUqeqIiUt8dHV02byNgHig7jq/q37Mz4wEVERETkJN1paWlERkZy69YtoqOj0dfXx83Njd69e1O5cuVvn7N/f2bOnMnatWsZNWqUjF/B97O1tWXhwoWMGjWKv//+W9HhCGRIJBKhp6f3zeuaHzFo0CBu3brF2bNnf/hctWvX5sqVKzk/3717l7/++osbN25Qp04dfHx8aNasGeXLl6dOnTpUrFjxh9sUCAQFQ0i6lYSVlRWbNm3C19cXLa0PF9tpaWls3Ljxs0Ux8rN/dHQ0Li4uGBgYMG/ePCpWrEhmZiaHDh3C29ubqKioz8ZkZGTEhAkTKFOmDOrq6uzdu5devXphampK06ZNv/hahg4dyuHDh1mwYAEVKlQgKSmJ+Pj4nO19+vShQYMGbN68mT59+jBr1izmz58PwIIFC6hdu7aQcAvybcSIEVhZWTFs2DBFh5JnZcuWZc6cOcycOZPjx48TEhzM9h07OBh+F/tiRalibU55SzM0lKDCc1JqOrVKOyg6jDyRSqVKO7wcwKKIKeHR9xQdxlepq6vjWKIU4eH/196dh1VVrg8f/25ARhEZBA0QcEDRwhFMOSqYaImomR4NyyksBQGHPMbpl3lMc8hmhWOpqKWWQ1JmOSGIMwqOCag4i5qAgMkM6/2D130iBkHBzc77c1370r3Ws9a69xI3z72e6Qz29vacOXOGCxcuUFxcjKenJx9++CEvv/wyhjV4CGNjY8Orr77KkiVLmDp1ar2ZubwikyZNYtKkSZoOQ2i5oKAgfvrpJ2JjY7Gzq91eQoqi8Oabb/Lxxx9TUlLC8ePHGTZsGMbGxvTu3Zu9e/dK0i1EPVJ/f+M9ZTp37szFixf54YcfGDVqFFDa0mxvb0+LFi0eq3xAQAAqlYq4uDj12DpA3X2uMp6enmXeh4SEsHr1avbv319p0p2YmEh4eDhnzpyhTZs2lZZZu3Ytzs7OvPrqq/z8888AXLx4kZUrVxIfH19pTEJUZPv27fzyyy9s2rSpRklAfaGrq4u3tzfe3t6EZWezadMmVkVEsH7/fgz1E2nXrAmudk1xtmmCvt6Tb8EtKi4hr7BQKyZRg9Ix3fW1ezlAGysnNp/dSW5+HkYG9e/nNa8gn53HDqCv14D79++zadMmunTpwqJFixgxYgTPPPPMI587ODiY1atX8+OPP/LKK6/UYtRC1B+KohAUFMSWLVuIiYnBycmp1q+xYsUKLC0tGTRoEHfv3gWgsLBQ/WexlswXIsTTov7WSp5C48aNIyIiQv1+5cqVVSbF1SmfkZHB9u3bCQwMLJNwP1DZ2Lu/UhSFqKgokpOTqxzjtnXrVlq0aMHPP/+Mk5MTjo6O+Pv7k5GRoS7ToUMH9RIaUVFR6iexEydOZNGiRZiamlYrpj/HJq+n91VQUMDUqVPp3bs3Q4cOrdHPTn3UqFEjxo8fT+y+fVy8eJHQd98lz7gRqw7E85+tUaw5lEDClRvkFhQ+sZjO306jRNGOSdQeqM/dyzs/0x5FUTh/44qmQ1G7n5fDTwf3MO6jUJr7eTFi7hQKDFRMnjyZc+fOcezYMaZOnfpYCTeUPjD+xz/+UelSS0L8HQQGBvLtt9+ybt06TE1NuXXrFrdu3SI3N1ddJjQ0lNGjR5c57sSJE5w4cYI//viDO3fucOLECfUM5X/2+++/M3fuXL744gsAzM3NcXFx4bPPPuPQoUNERUXRo0ePuv2QQogakZbueuT1118nNDSUy5cvo1KpOHDgAN999x0xMTGPXP7ChQsoikLbtm0fKaasrCxsbW3Jz89HV1eXsLAwvL29Ky1/8eJFrly5wsaNG1mzZg3FxcVMnTqVYcOGsWfPHgCWL19OQEAAixcvxsPDg9DQUNasWYOxsTFubm7079+flJQURo4cydy5c6uMb+PGjYwYMQJFkTVVn2YqlYr169fX20nIHpWTkxOzZs1i1qxZnDt3ji1btrBp00bWHYlHT1eXVtZWtGvWhHbPWNfpGPDEm78D0FpLkm5FUer1z0KvFu4AJF27iGuLinsEPQlXbqey/Wgsvx6NJeZkHPkFBTzbvj0z3vkXw4cPf+TfGw8TEhLC8OHDOX78OJ06daqTawihSeHh4UD5HoMRERGMHTsWKF0D/OrVq2X2//n/Q3x8POvWrcPBwYHLly+XKRcSEsLbb79dZgK4VatWMWbMGL744gtmzJiBu7t77X0gIcRjk6S7HrGyssLHx4fVq1ejKAo+Pj5YWVk9VvkHyeijVkBNTU3VT12joqKYNm0aLVq0KPeL5IGSkhLy8/NZs2YNzs6l4z9XrFhBly5dSE5Opk2bNrRv3569e/eqj0lPT2f27NnExsYSFBSEh4cHP/zwA25ubnTr1g1fX99K4+vbty8rV66kpKTkkT6f+Hto06ZNtSZy0mbOzs7MnDmTmTNncu3aNSIjI/lh82Z+2r+fHxLOYGdpTlsbS9o9Y4OduRk6tZh0Xs24i42FOY1MjGvtnHVJgXq7TjeAQ+Nn0Ndr8MSXDSsuLuZI0il+jYvl12Ox/HbpPHp6evTq2Yv5Cxbg4+Oj/t6uS0OGDKF58+Z88cUXZXprCVGfjR07Vp0wP0x1GgL+PNltTY4DWL9+fblt7u7uJCYmVut4IcSTJ0l3PTN+/Hj1Mg9Lly597PKtW7dGpVKRmJjIkCFDahyPjo4OrVq1AqBjx44kJiYyf/78SpPuZs2aoaenV6bi5uLiAsDVq1crHOc9depUpkyZgp2dHTExMcydOxcTExN8fHyIiYmpMuk2Nzev9i9BIf4u7O3tCQgIICgoiMzMTLZv387WrVv5Zds2dp+9gJmJMS2tzGnZxIJW1lZYmBg9VstvRk4e7s+2q8VPUMcUBV2d+tu9HMC4gdETSbp/z0wn5mQc2+P2sTPhAOlZd7GytMJnoA/vL5xHv379MDMzq/M4/kxPT4/AwEDee+89Fi5ciLW19RO9vhBCCPGkSdJdz7z44osUFBQAVDlDeHXLW1hY0L9/f5YuXUpwcHC5cd2ZmZnVHtcNpU9h8/PzK93v4eFBUVERKSkptGzZEihd0gLAwcGhXPmoqCiSkpLUT3yLi4vLTAQihCjv7NmzeHh4cO7cOZo0acLIkSMZOXIkRUVFHDhwgG3btrF71y42J5yipKQEC9OGOFmY0crakpbWlljUoMW6uKSE/MIi2mjJJGpQOpFafZ69HMDGxJIzl8/V+nkz/8hm3+l4Yk4eIfb0Mc5cKr1Gxw4dmDg5gIEDB+Lm5oaurmYfSvj7+zN79myWLVvGe++9p9FYhHjaVOchbEXd2oUQj06S7npGV1dX3T2oOpWi6pQPCwujR48euLu7M2fOHFxdXSkqKmLXrl2Eh4dX2h1p/vz5dO3alZYtW1JQUMAvv/zCmjVr1GOVAJYsWcKWLVuIiooCSrt7d+7cmfHjx/PZZ59RUlJCYGAg3t7e5bot5ubmEhgYyHfffYfO/59p2MPDg6VLlxIYGMjmzZv55JNPHnoPhHjafP/990D5iRD19PTo3bs3vXv3Bkofqu3bt4/o6Gj2REWx4dhpFEXBqpEpjv8/CW9lbVnlePCLdzIoLinBWUvGcwMoKPV69nKA1laObD8fS2FRIQ30Gjzyee5kZXDgTAL7z8Rz4LcETqYkoSgKTo6O9HnhBUL7vI+Xl1e9W7vewsKC119/nbCwMGbOnIm+vr6mQxLiqVGdbuz1eV4MIbSRJN31UKNGjWq1vJOTEwkJCcybN4/p06dz8+ZNmjRpQpcuXcok0H91//59AgICuH79OkZGRrRt25Zvv/2WESNGqMukpaWRkpKifq+jo8PWrVsJCgqiV69emJiY8NJLL/Hxxx+XO/+cOXMYOHBgmbG4X3zxBX5+fvTq1Qs/Pz9ZUkaICkRGRjJw4EAaNKg6WWvcuDG+vr7qIRoZGRnExsYSExND1O7dfBd3EoAmjUxxsjSjuYU59hZmNDUzVSetZ1NLJ1HTluXCHqjPY7oBOjVz4eekaC7evE4b++otJ5RfWMDpS+eIP3eGhPNnOXruNIlXSr9/nRwd6dW7N0Ghb+Pl5VUnSxTVtuDgYL766is2bdqEn5+fpsMRQggh6oxKkWmfnyiVSiUzbdcCuY/iaXXp0iVatGjBxo0bGTZs2GOdKz09nb179xIdHU1MdDRnExMpKSmhgZ4etuZm2Jo1JOnmHYpUKn78+EP0NNwlubq8A97Gz9WX2S8EaTqUSp29fYH+q8bz3f99yuAeL5TbX1RcROLViySc/434c2eIv3CW0xfPUVhUiJ6eHq7PPYebuzs9e/akV69e2NuXPhTJysri999/p3Xr1k/6Iz0Sb29vsrOzOXLkiKZDEeKpqFtU9zM+DfdCiCdJWrqFEEKL/PjjjxgYGFRrzoeHsbS0ZOjQoer1zXNycjh+/DjHjh3j6NGjHDl8iPT7OQD0m/w2Le1saWX3DK2b29HKzhbHZk1p1NCkqktoiFLvW7rbNmmBnq4uydcukp7dhcQrFzh7NYWzly9w6vI5TqYkkZOXi0qlop2LC127uzE+eBJubm64urpiaGhY4Xm/+eYb/vOf/3D79m31sJ36LCQkBF9fXw4fPszzzz+v6XDEU87AwOBv3626ovl1hBB1T1q6nzB5clg75D6Kp5WXlxfGxsZs27btiVwvLS2NM2fOcPLkSU6cOMHxhATOJiaqJzpsbGqKvY01dtZW2NtYY29jTfOm1thZN8FAQ+N0+06azrjOQ/m35ySNXL8iJUoJN7Jvk5J+jZSMK6RkXOO7U9tQKKGouBgoHZPfprUzz3Vwxc3Nja5du9K5c2caNmxY7evs3bsXT09PTpw4QYcOHerq49SakpISnJ2dcXNzq3AZJCGeJKlb/I/cCyFql7R0CyGElkhPTyc2NrbKuRhqm5WVFZ6enmWWCSwoKCApKYnk5GTOnTvHuXPnSE5K4lD0PjIzM9XlmlpZYW9thZ1NE5paWNDEojHW5uZYmzfGqrEZ+g8Zk/6oFBR0VE+2K3xeUT43s3/nevZtbmTfJjX7NtezbpP6x++lr8zb5BeVrjRhoG9A61at8ezjiZOTE3369OHZZ5+ldevWjz2hWLdu3TAwMCAmJkYrkm4dHR2CgoJ4++23Wbx4Mba2tpoOSQg1X19fcnNz2b17d7l9hw4dokePHsTHxzNt2jT27t1b6XliYmLUE1z+dfunn35KXFwc2dnZtG7dmhkzZjBq1Kgq43J0dOTKlStlts2cOZMFCxYApfN3jBkzhujoaJydnYmIiCjzfRAQEEDLli2ZPn16ldcRQtQeSbqFEEJLbNu2DUVRGDRokEbj0NfXx9XVFVdX1zLbFUUhPT1dnYifO3eO5ORkkpOSiIo/SXZ2dpny5maNsDQzw8K0IZZmjbBo1AhLs0Y0amhCQyNDjA0NaWhshImhISZGRjQ0MkJPrxrJtPL4E6nlFxWQlXdP/crMu8fd3CzSczLJyM0kPSeLjJxM0vLucj37Nmn3Msoc38y6KfYOzXFwacHzzT1p3rw5rVu3pk2bNjg4ONTZkl2GhoZ0796d6OhoQkJC6uQatW3cuHG89957hIWFMW/ePE2HI4TaG2+8wdChQ7ly5Uq5btkrV66kY8eOdO7cmR9++EG9fOsDBQUF+Pj4YGhoSLdu3So8/8GDB3F1dWXmzJnY2Niwbds2Ro8eTaNGjdQTYFZmzpw5TJgwQf3+zz1i5s2bx71790hISCA8PBx/f3+OHj0KlD4siIuL48svv6zRvRBCPB7pXv6ESXed2iH3UTyNhg4dys2bNzl06JCmQ3kk9+7d4/r162Vet27d4tatW9xMTeXmzZvcun2LvLz8Ss9hoK9PQ+PSBNzYyBBDfX30dHTQ1dVFT1cHXR0dDp78DSdze9pZt0SFCpVKhQoVJUoJ+UUF5BcXkFdc+ueDV15hAflF+eQXFZBXmE9eYcUxmDY0xdqqCVbWTbC2tsamqQ3NmzdXvxwcHLC1tcXAwKCubuND/ec//+Hzzz8nLS1NK8Z1Q+nY7rVr13Lt2jWMjCpfwk6IuvTXukVRURF2dnZMmjSJ999/X709JyeHpk2b8uGHHzJ58uQKzzVhwgS2bt3KsWPHsLOzq3YMPj4+2NjYsHLlykrLODo6MmXKFKZMmVLh/gEDBjBo0CAmTpxIYmIiXbt25f79+xQWFuLm5sby5cvp2rVrlXFIPUuI2iUt3U+Yg4PD336SjidBJgIRT5vc3Fx27NjBrFmzNB3KIzM1NcXFxQUXFxfy8vLQ0dEp151aURTy8/PJysoiOzu7yj+zsrK4f/8+RUVFFBYWUlhYSEFBAa2cCzBtaMpdwwJ1pVFRFHR0dDAyNsLUyJwmhoYYVvAyMjLCwMCAxo0bY25ujrm5ORYWFuo/K5vArD7x9PRk9uzZnDp1qsySjPVZUFAQX375JevXr2f8+PGaDkcIoHSehdGjR7Nq1SpmzZqlrr9t3LiRgoKCSruBh4WFsWbNGqKjo2uUcEPpCgQuLi4PLbdw4UI++OAD7O3tGT58ODNmzFB/n3bo0IE9e/bg7+/Pjh071L2SFi5ciKen50MTbiFE7ZOW7nqgorE5omoODg5cvnxZ02EI8cRs3bqVQYMGkZiYSNu2bTUdzmMbN24cOjo6rFixQtOhVMv58+dJTEzUeNf+6sjLy6Nx48YsWLCg0paw+sjX15dLly6xcOFCTYciniK9e/dWd82uqHU3KSkJFxcX9uzZg5eXl/oYW1tb1q1bV+58sbGx9O3bl7CwMPz9/WsUy6ZNmxg1ahQJCQm0b9++0nKffvopnTt3xtzcnLi4OEJDQxk8eDDLly8HShP3SZMmceDAARwdHQkPD6dBgwb4+Phw6NAh3n33XXbu3EnXrl35+uuvMTMzK3cNaekWonZJ0l0PyBdbzck9E08bf39/9u/fT1JSkqZDqRXu7u506NCBr7/+WtOhVMvcuXMJCwsjNTVV06FUi5eXF2ZmZkRGRmo6lGqLiYlRJzVCPCmff/45wcHBQOV1Cw8PD1q0aME333xDSkoKrVu3ZufOnfTt27dMuatXr9K1a1f++c9/smTJkhrFERMTw8CBAwkLC2P06NE1Onbz5s0MGzaMtLQ0LC0tKyzTp08fQkJCuHLlCj///DPbtm1jwoQJWFpa8vHHH5crL/UsIWqXdC8XQoh6rri4mJ9++olx48ZpOpRak5qayksvvaTpMKqtcePGpKenoyiKVgwR8vT05PPPP6ekpERrxnV7enqSnp5ebkIqIeqSjY3NQ8u88cYbTJ48maVLlxIREYGDgwMvvPBCmTK5ubm8/PLLtG/fns8++6xGMezduxdfX18++eSTGifcgHqN+wsXLlSYdK9cuZLGjRszePBghg4dypAhQ2jQoAHDhw/X6iFLQmgTSbqFEKKeO3z4MHfu3GHIkCGaDqVWFBcXc+vWLa1aHsrS0pKCggLu379fo3WzNcXLy0vrxnUDWFhYaDoEIcr55z//SUhICOvWrWP16tVMmDCh3MM3f39/MjIy2LFjB3p61a9eP2jhXrhwIW+++eYjxXf8+HEAmjVrVm7fnTt3+OCDD9i/fz9Q+v1bWFgIQGFhIcXFxY90TSFEzWjH428hhHiKRUZGYmNjU+myM9rm999/p7i4mGeeeUbToVTbg9aj9PR0DUdSPe7u7hgaGhITE6PpUITQeg0bNmTEiBH8+9//JjU1lbFjx5bZ/9FHH7Fx40b++9//UlRUpF6V4cErNze3wvPGxMTg4+NDcHAwr7zyirp8Rsb/liCMi4ujbdu23LhxAyhd8uvTTz/lxIkTXLp0iQ0bNvDWW28xaNAgmjdvXu4aISEhTJ8+Xf2Q08PDg2+++YbExES++uorPDw8aukuCSGqIkm3EELUY4qiEBkZia+vr9Z0E36YB+OitSnptrKyAiAtLU3DkVTPg/W6JekWona88cYb3L17l759+5ZLbsPCwigsLOTFF1+kWbNm5V7ff/99hedctWoVOTk5zJ8/v0z5oUOHqsvk5OSQnJysbp02MDDg+++/x9PTk3bt2jFr1iwmTJjA+vXry51/x44dpKSkEBAQoN42efJkWrRoQbdu3SgoKCizFJoQou78PWpwf2O3bt0iKCiIFi1aYGBggL29Pb6+vkRFRanLODo6olKpOHz4cJljp0yZgqenp/r97NmzS9erVanQ1dXF3t4ef39/7ty5U+n1w8PDcXV1pVGjRjRq1Iju3bvz66+/Vjv+AwcOoKenV657465du3B2dsbMzIwxY8aUGcOXlZWFs7MzV69erfZ1hPi7SkxM5MKFC3+bruWgnUm3trV0Q+kY6djYWEpKSjQdihBar3v37iiKwo4dO8rtu3TpEoqiVPr6a8v4A6tWraqw/J8flnl6eqIoCo6OjgB07tyZw4cPk5mZSW5uLklJScyePRtjY+Ny5+/fvz9Hjhwp88DW2NiYDRs2kJ2dze7du7G2tn6s+yKEqB5Juuuxy5cv06VLF/bs2cOiRYs4ffo027dvx8vLi8DAwDJlDQ0NmTlz5kPP2b59e27evMnVq1cJDw9n69atVU7aYWdnx4IFCzh27BjHjh2jT58+DB48mN9+++2h18rKymL06NHlJhspKSlh1KhRTJw4kYMHDxIXF1dmBuOZM2cyceLECrtJCfG0+fHHHzExMSn3/0ib3bhxA11dXa2q7Glr0n337l1OnTql6VCEEEKIp5pMpFaPBQQEoFKpiIuLw8TERL29ffv2jB8/vkzZt956i/DwcH755RcGDBhQ6Tn19PRo2rQpALa2tgQHBzNr1ixyc3MxMjIqV97X17fM+3nz5hEeHs7hw4erXEPyQUx+fn7o6uqWWbYmLS2NO3fuEBAQgKGhIYMGDeLs2bNAacv4sWPHWLp0aZXnFuJpERkZyYsvvoihoaGmQ6k1qampNGvWTKu6y5uYmKCvr69VSfefx3Vr02RqQgghxN+N9tR4njIZGRls376dwMDAMgn3A40bNy7z3tHRkYkTJxIaGlqjroRGRkaUlJRQVFT00LLFxcV899133L9/n+7du1dZNiIigpSUlArHCjVp0oRmzZqxc+dOcnNz2bdvH66urhQUFDBp0iT++9//oqurW+3PIMTfVWpqKnFxcQwePFjTodSq1NRUrepaDqVr1lpaWmpV0v1gXHd0dLSmQxFCCCGeatLSXU9duHABRVFo27ZttY/5v//7PyIiIli7di2vv/76Q8snJSURHh6Ou7s7pqamlZY7ffo03bt3Jy8vj4YNG7JlyxbatWtXafnz58/zzjvvsG/fvgqXzVCpVGzYsIGpU6cSEhLCgAEDGD9+PPPnz+eFF17AyMgIDw8P0tLSCAoKYvLkyZVeS1EULl68KGMWxd/Spk2b0NXVxcfHR9Oh1KobN25oXdINaF3SDaVdzD/99FOKi4vlYaYQQgihISpFURRNB6FNHB0duXLliqbDeOoZGBiQl5fHihUr8Pf313Q4QtSZvn37smvXLk2HUas6dOhAz549WbJkiaZDqREvLy+aNWvGunXrNB1KtcXGxtK7d28SEhLo1KmTpsMRol5TqVRItbiU3Ashape0dNfQlStX5EuoHlCpVACMHj2aNm3aSEu3+NuqqleJttLG7uWgnS3dfx7XLUm3EKImHtS1HoWDgwOXL1+uvWCE0HKSdAut1qBBA/7xj39oOgwhRDXl5+eTlpamtUm3tlUi/7xe99SpUzUdjhD1moGBwWMlmn8nj5s0y30UoixJuoUQQjwxN2/eBEpXT9A22tjSDaXd4j/55BPS0tK0asZ4IZ4Ec3NzdYKYn59frjfj2LFjyczMZMyYMfj5+XH+/Hns7OyIjIzk5ZdfVpePiYnBy8uLu3fvlpvstjLLly8nNDSUO3fuVKt8QUEBzzzzDNOmTePf//43AImJiXh4eHDixAkURaFjx44cPHiQBg0aMGDAAOLj46uctwekK7kQT4Ik3UIIIZ6Y1NRUAK1t6dbGpLtPnz7MmjWLJk2aaDoUIeqdJUuWEBgY+NByL7/8Mh07duT9999nxYoVj33d9PR0PvjgA956661qHxMZGUlmZiZjx45Vb3NxceHDDz/E29sbgPnz5+Pi4kLfvn1ZtGgRO3bsYPbs2TRo0IDPP/+cXr16PXbsQoiak6RbCCHEE6PtSfe9e/coKChAX19f0+FUW48ePdi5cyd//PGHpkMRol5RqVT06dOn2uUXLlxInz59mD59+mNdNzs7Gx8fH9q1a1fh0qqVWbFiBS+99FK578+JEycyceJE9ftVq1ZhampK9+7dadOmDUePHuX69euMHDmSS5cuYWBg8FjxCyEegSJqpLJbdvPmTWXy5MmKk5OToq+vr9jZ2SkDBw5Udu/erS7j4OCgAMr69evLHd+uXTsFUCIiIspsT0hIUIYNG6ZYW1srBgYGSuvWrRV/f38lOTlZXWbTpk2Ku7u70qhRI6Vhw4ZKu3btlGnTplUYp7e3t6Kjo6McOnTooZ81OjpaGTRokNK0aVPF2NhY6dChg/Ltt98+9Lj4+Hilb9++ipmZmWJhYaFMmDBBuXfvnnp/enq6MnDgQMXExETp1KmTcuLEiTLHT5o0SVm8eHGV15AfXSG002effaYYGhoqJSUlmg6lxrZu3aoASmpqqqZDEULUgYrqFmPGjFEGDx6sfj9gwABl8ODBypYtW8qUj46OVgDl7t27VV4jOztb6d69u/LCCy8oubm51Y7t8uXLio6OjhIZGVlluTt37ihOTk7KtWvXlB9//FFxc3NT77OyslJOnTpV7pi6qFNJPU2IsmRwVy24fPkyXbp0Yc+ePSxatIjTp0+zfft2vLy8ynVZsre3JyIiosy2w4cPc+vWLUxMTMps//nnn3n++efJz89n7dq1JCYm8s0332BmZsZ7770HwO7duxk5ciTDhg0jLi6O+Ph45s2bR0FBQbk4r169yqFDh5g8eXK1ukYdPHgQV1dXNm/ezKlTpxg/fjyjR49m69atlR6TmppK3759adWqFUeOHGH79u389ttvZbpCzZs3j3v37pGQkEDv3r3LLPl16NAh4uLimDJlykPjE0Jon9TUVGxtbbVykh1LS0sArexiLoSoHQsWLGDr1q0cPHiwxsdmZ2fTr18/9PX1+emnnzA0NKz2sREREVhbW+Pj41NluSlTpjB16lTs7OwoLi6msLBQva+oqIji4uIKj/tzHfT48eN06tSJhg0bMmjQIO7evVvmHJ07d+bo0aPVjl0IgTyGqqmKbtlLL72k2NraKn/88Ue5fX9+4ung4KC88847ioGBgXL16lX19gkTJihBQUGKmZmZuqX7/v37ipWVlTJkyJAK43hw3pCQEMXT07Nasc+ePVsZOXKkkpiYqJiamlYY78MMGDBAGTduXKX7ly1bplhbWyvFxcXqbcePH1cA5fz584qilN6v8PBwRVEU5ezZs4qxsbGiKIpSUFCgdOjQQTl69OhD45AfXSG002uvvab07NlT02E8kuTkZAVQYmJiNB2KEKIOVFS3+GtLt6Ioyuuvv64YGhrWqKU7Oztb6datm/Lcc88pFy5cUG7evKl+FRUVqcv16dNH+fLLL8scW1xcrDRv3lyZOXNmlfHv3LlTcXd3V9fBrl+/rhgaGiq//PKLsmzZMsXS0lLJycmp8HOPGTNG/b5z587KtGnTlOTkZKVnz57K22+/rd43f/58JSgoqMo4HpxTCPE/0tL9mDIyMti+fTuBgYHlWqqBcjNY2tjY0L9/f1avXg1ATk4O33//PePHjy9TbseOHaSlpfGvf/2rwus+OG/Tpk357bffOHPmTJVxKopCREQEr732Gm3btsXZ2ZkNGzZU81P+T1ZWFhYWFpXuz8/PR19fv8wMuUZGRgDs378fgA4dOrBnzx6KiorYsWMHrq6uQOlYKU9PT7p27VrjuIQQ2uHGjRtaOZ4bpKVbCFHqgw8+qPFs3/Hx8Rw5coTTp0/TqlUrmjVrpn5du3ZNXS4lJYW0tLQyx+7evZurV6+Wqyv+WW5uLpMnT2bZsmXqOpitrS1ffvkl48aNY968eaxevVpdJ/urN954Q/33xMREJkyYgLOzM6+++ipnz54F4OLFi6xcuZJ58+bV6LMLIWQitcd24cIFFEWhbdu21T5m/PjxTJ8+nXfffZdNmzbRsmVLOnbsWKbM+fPnAR563qCgIPbt28dzzz2Hg4MDzz//PP369WPUqFFlJsrYvXs3OTk59O/fH4DXXnuNFStWMG7cuGrHvWnTJo4ePcqyZcsqLdOnTx+mTZvGRx99REhICPfv31cva/FgqaB33nmHSZMm0bJlSxwdHVmxYgXnz59nzZo1HDp0iIkTJ7Jz5066du3K119/jZmZWaXXy8rKYtu2bZSUlFT7cwghNOfcuXN06tRJ02E8ksaNG6NSqSTpFuIpsmrVqnLbHBwcyMvLK7PN09OzykT8YfsfqGht7H79+j30WCMjI5KTk8tt9/f3LzOMrzI9e/ZU/71Dhw7s2rWLVq1aERUVpW4cmThxIosWLXroEmRCiPIk6X5MD74EazI+0cfHh7feeovY2FhWrlxZ4ZPL6j5BNTExYdu2baSkpBAdHc3hw4eZPn06n3/+OYcOHcLY2BgonfFyxIgR6OmV/pO/+uqrzJgxg+TkZNq0afPQ68TExDB27Fi+/vpr2rdvX2m59u3bs3r1aqZNm0ZoaCi6uroEBwdjY2ODrq4uAGZmZqxbt67McX369OGjjz5i7dq1XLx4keTkZCZMmMCcOXP4+OOPK73er7/+yqhRox4avxCi/vjrQ0Ztoauri4WFBZ999lmVc1sIIbTH22+/Lcto/cXy5csJCAhg8eLFeHh4EBoaypo1azA2NsbNzY3+/fuTkpLCyJEjmTt3rqbDFUIrSNL9mFq3bo1KpSIxMZEhQ4ZU6xg9PT1ef/113n//fY4cOcKWLVvKlXF2dgYgKSmJ7t27P/ScLVu2pGXLlvj7+/Puu+/i7OzM999/z7hx48jIyCAyMpLCwkLCw8PVxxQXF7Ny5UoWLlxY5bn37t2Lr68vn3zyCaNHj35oLH5+fvj5+XH79m1MTExQqVR88sknODk5VVh+5cqVNG7cmMGDBzN06FCGDBlCgwYNGD58OLNmzaryWiNHjuTll1+ucTcvIYRmqFQqrV6uZtq0aRw+fFjTYQghRJ1p3749e/fuVb9PT09n9uzZxMbGEhQUhIeHBz/88ANubm5069YNX19fDUYrhHaQpPsxWVhY0L9/f5YuXUpwcHC5cd2ZmZnlxnVDaRfzxYsXM2LECMzNzcvt79evH1ZWVixatKjCpLyy8wI4OjpibGzM/fv3AVi7di12dnZERkaWKRcVFcX8+fOZN2+eugX8r2JiYhg4cCALFy7kzTffrLBMZWxsbIDSpNrQ0BBvb+9yZe7cucMHH3ygHu/955k2CwsLK51l88+0uQIvhNAuD4bLCCHE02Lq1KlMmTIFOzs7YmJimDt3LiYmJvj4+BATEyNJtxDVIEl3LQgLC6NHjx64u7szZ84cXF1dKSoqYteuXYSHh5OYmFjuGBcXF9LS0tTdv//KxMSE5cuXM3z4cAYNGkRwcDCtWrUiLS2NDRs2cPXqVb777jtmz55NTk4OAwYMwMHBgczMTL744gsKCwvVSe6KFSsYNmwYzz77bJlrODg4MHPmTLZt28bgwYPLxRATE4OPjw8hISG88sor3Lp1CwB9fX31ZGpxcXGMHj2aqKgobG1tAViyZAk9evSgYcOG7Nq1ixkzZrBgwYIKHxKEhIQwffp09bEeHh5888039OvXj6+++goPD49q/isIIYQQQojaFBUVRVJSknps+18bR4QQ1SOzl9cCJycnEhIS8PLyYvr06Tz77LN4e3sTFRVVpjv3X1laWlY6iyTA4MGDOXjwIA0aNMDPz4+2bdvy6quvkpWVpR5D07t3by5evMjo0aNp27YtL730Erdu3WLnzp20adOG+Ph4Tp48ySuvvFLu/KampvTr16/SNbtXrVpFTk4O8+fPLzPL5tChQ9VlcnJySE5OLvPFGxcXh7e3N8899xxfffUVy5YtIzg4uNz5d+zYQUpKCgEBAeptkydPpkWLFnTr1o2CggLef//9Su+PEEIIIYSoG7m5uQQGBvLVV1+pZ0T38PBg6dKlnDx5ks2bN0vjiBDVpFJkMGyNqFQqGT9cD8i/gxBCCCFqk6GhIfn5+ZoO44lzcHCocNb00NBQCgsLWbx4sXrbhQsX8PPzIzk5GT8/P5YuXVpmmdgHpJ4mRFmSdNeQfInUD/LvIIQQQojaJHWL2iP3UoiypHu5EEIIIYQQQghRRyTpFkIIIYQQQggh6ogk3UIIIYQQQgghRB2RpFsIIYQQQgghhKgjknQLIYQQQgghhBB1RE/TAWgbBwcHVCqVpsN46jk4OGg6BCGEEEL8jUgdr/ZIPU2IsmTJMCGEEEIIIYQQoo5I93IhhBBCCCGEEKKOSNIthBBCCCGEEELUEUm6hRBCCCGEEEKIOiJJtxBCCCGEEEIIUUf+HyX3K4nygaOcAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity with LC', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weights</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industry</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Consumer Discretionary</th>\n",
       "      <td>12.9535%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Consumer Staples</th>\n",
       "      <td>2.4825%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Energy</th>\n",
       "      <td>0.7532%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Financials</th>\n",
       "      <td>20.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Care</th>\n",
       "      <td>21.1662%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrials</th>\n",
       "      <td>16.3605%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Information Technology</th>\n",
       "      <td>14.5709%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Materials</th>\n",
       "      <td>1.0012%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Telecommunications Services</th>\n",
       "      <td>4.5975%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utilities</th>\n",
       "      <td>6.1145%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             weights\n",
       "Industry                            \n",
       "Consumer Discretionary      12.9535%\n",
       "Consumer Staples             2.4825%\n",
       "Energy                       0.7532%\n",
       "Financials                  20.0000%\n",
       "Health Care                 21.1662%\n",
       "Industrials                 16.3605%\n",
       "Information Technology      14.5709%\n",
       "Materials                    1.0012%\n",
       "Telecommunications Services  4.5975%\n",
       "Utilities                    6.1145%"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w_classes = pd.concat([asset_classes.set_index('Assets'), w_rp], axis=1)\n",
    "w_classes = w_classes.groupby(['Industry']).sum()\n",
    "\n",
    "display(w_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.4  Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "# Plotting the risk composition of the portfolio\n",
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=ax)\n",
    "\n",
    "# Plotting equal risk contribution line\n",
    "ax.axhline(y=a1/len(assets) * 252**0.5, color='r', linestyle='-')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
